Exploratory Analysis

Preparing workspace

Load necessary packages

library(caret) # Classification and Regression Training
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library(corrplot)
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library(dplyr) # A Grammar of Data Manipulations
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library(forcats) # Tools for Working with Categorical Variables (Factors)
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library(gdata) # Various R Programming Tools for Data Manipulation
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library(lmtest) # Testing Linear Regression Models
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library(rattle)
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library(ggmap)
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library("rnaturalearthdata")
theme_set(theme_bw())
library("sf")
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library(gridExtra)
titletheme_small <- theme(plot.title = element_text(size=9,vjust=0.1))
titletheme <- theme(plot.title = element_text(size=12,vjust=0.1))
library("viridis")
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world <- ne_countries(scale = "medium", returnclass = "sf") #for mapping

Creating dfs of color schemes I’ll be using throughout

mycolors <- c("brown1","lightseagreen","goldenrod1","slateblue")
species_colors <- c("royalblue","salmon","darkmagenta")
pisaster_colors <- c("thistle1","plum","orchid3","darkmagenta")
pisaster_size_colors2 <- c("lightsteelblue1","skyblue","slateblue3","slateblue4")
pisaster_size_colors <- c("lavender","mediumpurple3","slateblue3","slateblue4")

Load cleaned data

clean_data <- readRDS("../../data/processed_data/processeddata.rds")
skim(clean_data)
## Skim summary statistics
##  n obs: 13165 
##  n variables: 23 
## 
## ── Variable type:factor ───────────────────────────────────────────────────────────────────────────────────────────
##               variable missing complete     n n_unique
##              bioregion       0    13165 13165        6
##              georegion       0    13165 13165        9
##             group_code       0    13165 13165        9
##  group_code_UCSC_other       0    13165 13165        2
##                 island       0    13165 13165        6
##     marine_season_code       0    13165 13165       57
##       marine_site_name       0    13165 13165       77
##            method_code       0    13165 13165        4
##   method_code_IP_other       0    13165 13165        2
##             mpa_region       0    13165 13165        6
##            season_name       0    13165 13165        4
##              site_code       0    13165 13165       77
##           species_code       0    13165 13165        3
##                  state       0    13165 13165        4
##                                              top_counts ordered
##   San: 5608, Oly: 4138, Gov: 2366, Sal: 652               FALSE
##   CA : 5382, CA : 2592, CA : 1660, OR: 1386               FALSE
##    UCS: 9657, UCL: 2032, PBN: 400, SSS: 366               FALSE
##                 UCS: 9657, Oth: 3508, NA: 0               FALSE
##    Mai: 12364, Bar: 279, Sad: 250, Hat: 150               FALSE
##      SU1: 440, SU1: 403, SU1: 392, FA1: 376               FALSE
##      Mil: 524, Sco: 513, Sti: 472, End: 468               FALSE
##      IP: 12012, BT2: 782, GSE: 336, TS3: 35               FALSE
##                 IP: 12012, Oth: 1153, NA: 0               FALSE
##  Cen: 5382, Sou: 2627, NUL: 1932, Nor: 1660               FALSE
##    Sum: 4552, Fal: 4489, Spr: 4112, Win: 12               FALSE
##      MCR: 524, SCT: 513, SWC: 472, END: 468               FALSE
##                                           P.o: 11416, K   FALSE
##       CA: 10548, OR: 1386, WA: 865, AK: 366               FALSE
## 
## ── Variable type:integer ──────────────────────────────────────────────────────────────────────────────────────────
##              variable missing complete     n    mean      sd   p0  p25
##  marine_common_season       0    13165 13165  116.82   19.23   78  101
##    marine_common_year       0    13165 13165 2009.7     4.81 2000 2006
##     marine_sort_order       0    13165 13165 5566.24 1125.15 1720 5020
##       season_sequence       0    13165 13165    2.03    0.81    1    1
##              size_bin       0    13165 13165   82.44   42.2     5   50
##       size_sort_order       0    13165 13165    9.57    4.15    1    6
##                 total       0    13165 13165    9.92   16.43    1    2
##   p50  p75 p100     hist
##   118  131  152 ▅▅▆▇▇▇▇▅
##  2010 2013 2018 ▃▅▅▇▇▆▆▆
##  6090 6370 7650 ▁▁▁▂▃▃▇▁
##     2    3    4 ▇▁▇▁▁▇▁▁
##    80  110  320 ▅▇▇▃▁▁▁▁
##    10   12   33 ▅▇▇▃▁▁▁▁
##     4   11  360 ▇▁▁▁▁▁▁▁
## 
## ── Variable type:numeric ──────────────────────────────────────────────────────────────────────────────────────────
##   variable missing complete     n    mean   sd      p0     p25     p50
##   latitude       0    13165 13165   38.67 5.2    32.87   34.73   36.62
##  longitude       0    13165 13165 -122.25 2.86 -135.38 -123.98 -121.94
##      p75    p100     hist
##    41.65   57.05 ▇▆▃▂▁▁▁▁
##  -120.62 -117.25 ▁▁▁▁▅▇▆▃

Mapping sample sites

Create new data frame that just lists each site once

unique_sites <- subset(clean_data, !duplicated(clean_data$site_code)) 
#names(unique_sites)
sites_coordinates <- unique_sites[c(2,5:6,23)]
sites_coordinates_contig <- filter(sites_coordinates, sites_coordinates$state != "Alaska") 
#sites_coordinates
CA_coordinates <- filter(sites_coordinates, sites_coordinates$state == "CA")
OR_coordinates <- filter(sites_coordinates, sites_coordinates$state == "OR")
WA_coordinates <- filter(sites_coordinates, sites_coordinates$state == "WA")
AK_coordinates <- filter(sites_coordinates, sites_coordinates$state == "AK")

CA_coordinates <- as.data.frame(CA_coordinates)
OR_coordinates <- as.data.frame(OR_coordinates)
WA_coordinates <- as.data.frame(WA_coordinates)
AK_coordinates <- as.data.frame(AK_coordinates)

Plot sample sites

After messing around with several different mapping tools in R, I decided that trying to display the whole range (CA to AK) on one map would be really hard, and the Alaska sites are really just at one specific location, so I’m going to split Alaska off from the three states that are part of the contiguous US

Alaska sites on map:

world <- ne_countries(scale = "medium", returnclass = "sf")

AK_map <- ggplot(data = world) +
    geom_sf() +
  geom_point(data= sites_coordinates,aes(x=sites_coordinates$longitude, y=sites_coordinates$latitude,), size = 4, alpha = 0.6,  color ="brown1") +
  annotation_scale(location = "bl", width_hint = 0.3) +
  coord_sf(xlim = c(-168, -131), ylim = c(51, 73), expand = FALSE) + 
  xlab("Longitude") + 
  ylab("Latitude") +
  geom_text(aes(x = -151, y = 66, label = "ALASKA", size = 600)) +
  geom_text(aes(x = -149.9, y = 61.4, label = "*", size = 600)) +
  geom_text(aes(x = -154, y = 62.6, label = "Anchorage")) +
  scale_x_continuous(breaks = c(-160, -150, -140)) + 
  theme(legend.position = "none")

AK_map 
## Scale on map varies by more than 10%, scale bar may be inaccurate

ggsave(filename = "../../results/Exploratory_Analysis_results/1.AK_sites_map.png",plot = AK_map, width = 3.5, height = 4) 
## Scale on map varies by more than 10%, scale bar may be inaccurate

California sites on map:

State <- sites_coordinates_contig$state

CA_map <- ggplot(data = world) +
  geom_sf() +
  geom_jitter(data= sites_coordinates_contig,aes(x=sites_coordinates_contig$longitude, y=sites_coordinates_contig$latitude,col=State), size = 3, alpha = 0.6, width = 0.2) +
  annotation_scale(location = "bl", width_hint = 0.3) +
  coord_sf(xlim = c(-126, -116), ylim = c(32, 42.4), expand = FALSE) + 
  xlab("Longitude") + 
  ylab("Latitude")+ 
  geom_text(aes(x = -122.7, y = 37.7, label = ">")) + 
  geom_text(aes(x = -123.5, y = 37.6, label = "San ")) +
  geom_text(aes(x = -124.2, y = 37.1, label = "Francisco")) +
  geom_text(aes(x = -120, y = 39, label = "CALIFORNIA")) + 
  geom_text(aes(x = -118.9, y = 33.7, label = ">")) + 
  geom_text(aes(x = -120.9, y = 33.6, label = "Los Angeles")) +
  theme(legend.position = "none") + 
  scale_x_continuous(breaks = c(-124, -122, -120, -118))  + scale_color_manual(values=mycolors)

CA_map
## Scale on map varies by more than 10%, scale bar may be inaccurate

ggsave(filename = "../../results/Exploratory_Analysis_results/4.CA_sites_map.png",plot = CA_map, width = 3.5, height = 4) 
## Scale on map varies by more than 10%, scale bar may be inaccurate

Oregon sites on map:

OR_map <- ggplot(data = world) +
    geom_sf() +
  geom_jitter(data= sites_coordinates_contig,aes(x=sites_coordinates_contig$longitude, y=sites_coordinates_contig$latitude,col=State), size = 3, alpha = 0.6, width = 0.2) +
  annotation_scale(location = "br", width_hint = 0.3) +
  coord_sf(xlim = c(-127.5, -120.8), ylim = c(41.5, 47.5), expand = FALSE) + 
  xlab("Longitude") + 
  ylab("Latitude") + 
  geom_text(aes(x = -122.4, y = 44, label = "OREGON")) +
  geom_text(aes(x = -122.8, y = 45.6, label = "*")) + 
  geom_text(aes(x = -122.8, y = 45.4, label = "Portland")) + 
  theme(legend.position = "none") +
  scale_x_continuous(breaks = c(-126, -124, -122))  + scale_color_manual(values=mycolors)

OR_map
## Scale on map varies by more than 10%, scale bar may be inaccurate

ggsave(filename = "../../results/Exploratory_Analysis_results/3.OR_sites_map.png",plot = OR_map, width = 3.5, height = 4) 
## Scale on map varies by more than 10%, scale bar may be inaccurate

Washington sites on map:

WA_map <- ggplot(data = world) +
    geom_sf() +
  geom_jitter(data= sites_coordinates_contig,aes(x=sites_coordinates_contig$longitude, y=sites_coordinates_contig$latitude,col=State), size = 3, alpha = 0.6, width = 0.2) +
  annotation_scale(location = "br", width_hint = 0.3) +
  coord_sf(xlim = c(-125.2, -121.3), ylim = c(45.8, 49.1), expand = FALSE) + 
  xlab("Longitude") + 
  ylab("Latitude") + 
  geom_text(aes(x = -122.5, y = 46.7, label = "WASHINGTON")) +
  geom_text(aes(x = -123.7, y = 47.93, label = "Olympic")) +
  geom_text(aes(x = -123.7, y = 47.75, label = "Peninsula")) +
  geom_text(aes(x = -121.9, y = 47.75, label = "< Seattle")) +
  theme(legend.position = "none") + 
  scale_x_continuous(breaks = c(-124, -123, -122)) + scale_color_manual(values=mycolors)

WA_map 

ggsave(filename = "../../results/Exploratory_Analysis_results/2.WA_sites_map.png",plot = WA_map, width = 3.5, height = 4) 

Count Data by location

Overall histogram of counts per sample survey

clean_data %>% ggplot() + 
  geom_histogram(aes(total))
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

What does the structure of the data look like by state?

CA

CA <- clean_data %>% select(marine_site_name, marine_common_year, size_bin, total, state) %>%
  filter(state == "CA")
summary(CA)
##       marine_site_name marine_common_year    size_bin     
##  Mill Creek   : 524    Min.   :2000       Min.   :  5.00  
##  Scott Creek  : 513    1st Qu.:2005       1st Qu.: 50.00  
##  Stillwater   : 472    Median :2009       Median : 80.00  
##  Enderts      : 468    Mean   :2009       Mean   : 81.92  
##  Terrace Point: 447    3rd Qu.:2013       3rd Qu.:110.00  
##  Andrew Molera: 443    Max.   :2018       Max.   :230.00  
##  (Other)      :7681                                       
##      total         state     
##  Min.   :  1.000   AK:    0  
##  1st Qu.:  2.000   CA:10548  
##  Median :  5.000   OR:    0  
##  Mean   :  9.607   WA:    0  
##  3rd Qu.: 11.000             
##  Max.   :360.000             
## 

OR

OR <- clean_data %>% select(marine_site_name, marine_common_year, size_bin, total, state) %>%
  filter(state == "OR")
summary(OR)
##       marine_site_name marine_common_year    size_bin     
##  Fogarty Creek:351     Min.   :2000       Min.   :  5.00  
##  Bob Creek    :334     1st Qu.:2005       1st Qu.: 50.00  
##  Burnt Hill   :260     Median :2010       Median : 80.00  
##  Ecola        :228     Mean   :2010       Mean   : 87.21  
##  Cape Arago   :213     3rd Qu.:2014       3rd Qu.:120.00  
##  Alegria      :  0     Max.   :2018       Max.   :230.00  
##  (Other)      :  0                                        
##      total        state    
##  Min.   :  1.00   AK:   0  
##  1st Qu.:  2.00   CA:   0  
##  Median :  7.00   OR:1386  
##  Mean   : 15.28   WA:   0  
##  3rd Qu.: 18.00            
##  Max.   :212.00            
## 

WA

WA <- clean_data %>% select(marine_site_name, marine_common_year, size_bin, total, state) %>%
  filter(state == "WA")
summary(WA)
##              marine_site_name marine_common_year    size_bin     
##  Saddlebag North Cove:163     Min.   :2008       Min.   :  5.00  
##  Post Point          :151     1st Qu.:2011       1st Qu.: 50.00  
##  Hat Island West     :116     Median :2014       Median : 90.00  
##  Point Grenville     :111     Mean   :2014       Mean   : 89.26  
##  Kydikabbit Point    :102     3rd Qu.:2016       3rd Qu.:120.00  
##  Saddlebag South East: 87     Max.   :2018       Max.   :320.00  
##  (Other)             :135                                        
##      total         state   
##  Min.   :  1.000   AK:  0  
##  1st Qu.:  1.000   CA:  0  
##  Median :  2.000   OR:  0  
##  Mean   :  6.776   WA:865  
##  3rd Qu.:  5.000           
##  Max.   :133.000           
## 

AK

AK <- clean_data %>% select(marine_site_name, marine_common_year, size_bin, total, state) %>%
  filter(state == "AK")
summary(AK)
##       marine_site_name marine_common_year    size_bin     
##  Sage Rock    :148     Min.   :2011       Min.   :  5.00  
##  Pirates Cove :131     1st Qu.:2013       1st Qu.: 40.00  
##  Kayak Island : 87     Median :2015       Median : 60.00  
##  Alegria      :  0     Mean   :2015       Mean   : 63.51  
##  Andrew Molera:  0     3rd Qu.:2017       3rd Qu.: 87.50  
##  Arroyo Hondo :  0     Max.   :2018       Max.   :190.00  
##  (Other)      :  0                                        
##      total        state   
##  Min.   :  1.00   AK:366  
##  1st Qu.:  1.00   CA:  0  
##  Median :  3.00   OR:  0  
##  Mean   :  6.03   WA:  0  
##  3rd Qu.:  7.00           
##  Max.   :117.00           
## 

Broad changes in abundance

What does sea star abundance over time look like?

Yearly scale- All years surveyed (2000-2018)

abundance_time_boxplots <- clean_data %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(alpha = 0.4, fill = "grey67") +
  xlab("Year") + 
  ylab("log(Abundance)")  
abundance_time_boxplots

ggsave(filename = "../../results/Exploratory_Analysis_results/5.abundance_time_boxplots.png",plot = abundance_time_boxplots, width = 5, height = 4) 

Lets plot and color the points by state

clean_data %>% ggplot(aes(marine_common_year, total, col=state)) +  geom_jitter(width = 0.15, alpha = 0.25) + scale_color_manual(values=mycolors)

Woah, California is dominating this visualization.

Lets break that up into 4 parts so I can actually see whats going on in the 3 other states:

ordered_data <- clean_data
ordered_data$facet = factor(ordered_data$state, levels = c("AK", "WA", "OR", "CA"))
ordered_data %>%   
  ggplot(aes(marine_common_year, total, col=state)) +  geom_jitter(width = 0.15, alpha = 0.4) +
    scale_color_manual(values=mycolors) +  xlab("Year") + 
  ylab("Spp. Abundance") +
  facet_wrap(~facet)

Washington and Alaska clearly weren’t surveyed for all years during which California and Oregon were.

What do these counts look like if we display them as log()?

Abundance_State_Year_graphs <- ordered_data %>%   
  ggplot(aes(marine_common_year, log(total), col=state)) +  geom_jitter(width = 0.25, alpha = 0.25) +
  facet_wrap(~facet) +
  xlab("Year") + ylab("log(Spp. Abundance)") + theme(legend.position = "none")
Abundance_State_Year_graphs <- Abundance_State_Year_graphs  + scale_color_manual(values=mycolors)
Abundance_State_Year_graphs

ggsave(filename = "../../results/Exploratory_Analysis_results/6.Abundance_State_Year_graphs.png",plot = Abundance_State_Year_graphs, width = 5, height = 4) 

That allows us to see a lot more of what is going on. I will likely use the log transformation when looking at abundance data.


Abundance by species

So far I’ve been looking at abundance across all 3 species surveyed. What does the abundance over time graph look like for each species, seperately?

Prepare data frames

P.ochra_only <- filter(ordered_data, species_code == "P.ochraceus")
K.tuni_only <- filter(ordered_data, species_code == "K.tunicata")
E.tros_only <- filter(ordered_data, species_code == "E.troschelii")

Abundance over time at yearly scale (2000-2018) by species

P. ochraceus (the species I’m primarily interested in) abundance over time

P.ochra_only_boxplot <- P.ochra_only %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochraceus Abundance)")  
P.ochra_only_boxplot

ggsave(filename = "../../results/Exploratory_Analysis_results/7.P.ochra_only_2000-2018.png",plot = P.ochra_only_boxplot, width = 5, height = 4)

K. tunicata abundance over time

K.tuni_only_boxplot <- K.tuni_only %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "salmon", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(K.tunicata Abundance)")  
K.tuni_only_boxplot

ggsave(filename = "../../results/Exploratory_Analysis_results/8.K.tuni_only_2000-2018.png",plot = K.tuni_only_boxplot, width = 5, height = 4)

E. troschelii abundance over time

E.tros_only_boxplot <- E.tros_only %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "royalblue", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(E.troschelii Abundance)")  
E.tros_only_boxplot

ggsave(filename = "../../results/Exploratory_Analysis_results/9.E.tros_only_2000-2018.png",plot = E.tros_only_boxplot, width = 5, height = 4)

That last one looked like the log() function might not be applicable. Let’s see what it looks like without that:

E.tros_only %>% ggplot(aes(marine_common_year, total, group = marine_common_year)) + geom_boxplot(fill = "royalblue", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(E.troschelii Abundance)") 

No- still like log(abundance) better


Narrowing the timeframe

Characterizing sea star abundance in the last decade

The most recent and catastrophic sea star wasting disease outbreak hit the west coast of North America around 2013. How did sea star abundance look before the epidemic, how did it change during the epidemic, and have the populations rebounded?

last_decade <- filter(ordered_data, marine_common_year >= "2010")
last_decade %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
  geom_boxplot(alpha = 0.4, fill = "grey67") +
  xlab("Year") + 
  ylab("log(Abundance)") 

It looks like populations leveled back out at 2016 and remained relatively unchanged in 2017 and 2018.


2013-2016 Abundance Data

It looks like theres a detectable decrease between 2013 and 2014, and that populations leveled back out at 2016 and remained relatively unchanged in 2017 and 2018. Lets narrow the time frame to only include sampling between 2013 and 2016.

last_decade$marine_common_year <- as.factor(last_decade$marine_common_year)
SSWD_timeframe <- filter(ordered_data, marine_common_year >= "2013" & marine_common_year <= "2016")
SSWD_timeframe$marine_common_year <- as.factor(SSWD_timeframe$marine_common_year)
SSWD_timeframe_plot <- SSWD_timeframe %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(alpha = 0.4, fill = "grey67") +
  xlab("Year") + 
  ylab("log(Abundance)")
SSWD_timeframe_plot

#ggsave(filename = "../../results/Exploratory_Analysis_results/SSWD_timeframe_plot.png",plot = SSWD_timeframe_plot, width = 5, height = 4)

Species abundance over 4 yr time frame of SSWD outbreak (2013-2016)

P.ochra_SSWD_tf <- filter(SSWD_timeframe, species_code == "P.ochraceus")
K.tuni_SSWD_tf <- filter(SSWD_timeframe, species_code == "K.tunicata")
E.tros_SSWD_tf <- filter(SSWD_timeframe, species_code == "E.troschelii")
#skim(P.ochra_SSWD_tf)
#skim(K.tuni_SSWD_tf)
#skim(E.tros_SSWD_tf)

P. ochraceus (the species I’m primarily interested in) abundance over 4 year period of interest

P.ochra_SSWD_tf_plot <- P.ochra_SSWD_tf %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochraceus Abundance)")  
P.ochra_SSWD_tf_plot

ggsave(filename = "../../results/Exploratory_Analysis_results/10.P.ochra_SSWDtf_plot.png",plot = P.ochra_SSWD_tf_plot, width = 5, height = 4)

Let’s try another way to visualize this:

P.ochra_SSWD_tf %>% ggplot2::ggplot(aes(log(total))) + geom_density(aes(log(total))) + facet_wrap(~ marine_common_year, 1)

#P.ochra_SSWD_tf %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +   stat_density_ridges(
  #  geom = "density_ridges_gradient", calc_ecdf = TRUE,
   # quantiles = 4, quantile_lines = TRUE
 # ) +
 # scale_fill_brewer(name = "Quartiles",palette="BuPu") +
  #ylab("Year") + 
  #xlab("log(Abundance)")

K. tunicata abundance over 4 year period of interest

K.tuni_SSWD_tf_plot <- K.tuni_SSWD_tf %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "salmon", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(K.tunicata Abundance)")  
K.tuni_SSWD_tf_plot

ggsave(filename = "../../results/Exploratory_Analysis_results/11.K.tuni_SSWDtf_plot.png",plot = K.tuni_SSWD_tf_plot, width = 5, height = 4)

E. troschelii abundance over 4 year period of interest

E.tros_SSWD_tf_plot <- E.tros_SSWD_tf %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "royalblue", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(E.troschelii Abundance)")  
E.tros_SSWD_tf_plot

ggsave(filename = "../../results/Exploratory_Analysis_results/12.E.tros_SSWDtf_plot.png",plot = E.tros_SSWD_tf_plot, width = 5, height = 4)

Breaking down into different states

Doing the same as above (each species abundance over 4 year period of interest), but separating by state

First with P.ochraceus

SSWD_timeframe_P.ochra <- filter(P.ochra_only, marine_common_year >= "2013" & marine_common_year <= "2016")

SSWD_timeframe_P.ochra$marine_common_year <- as.factor(SSWD_timeframe_P.ochra$marine_common_year)

P.ochra_state <- SSWD_timeframe_P.ochra %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "darkmagenta", alpha = 0.7) +   facet_wrap(~facet, 1) + theme(legend.position = "none",axis.title.x = element_blank()) +
  xlab("Year") + 
  ylab("log(Abundance)") + ggtitle("(A) P.ochraceus") + titletheme_small
P.ochra_state

With K.tuni

SSWD_timeframe_K.tuni <- filter(K.tuni_only, marine_common_year >= "2013" & marine_common_year <= "2016")

SSWD_timeframe_K.tuni$marine_common_year <- as.factor(SSWD_timeframe_K.tuni$marine_common_year)

K.tuni_state <- SSWD_timeframe_K.tuni %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "salmon", alpha = 0.7) +   facet_wrap(~facet, 1) + theme(legend.position = "none",axis.title.x = element_blank()) + xlab("Year") + 
  ylab("log(Abundance)") + ggtitle("(B) K.tunicata") + titletheme_small
K.tuni_state

SSWD_timeframe_E.tros <- filter(E.tros_only, marine_common_year >= "2013" & marine_common_year <= "2016")

SSWD_timeframe_E.tros$marine_common_year <- as.factor(SSWD_timeframe_E.tros$marine_common_year)

E.tros_state <- SSWD_timeframe_E.tros %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "royalblue", alpha = 0.7) +   facet_wrap(~facet, 1) + theme(legend.position = "none") +
  xlab("Year") + 
  ylab("log(Abundance)") + ggtitle("(C) E.troschelii") + titletheme_small
E.tros_state

grid.arrange(P.ochra_state,K.tuni_state,E.tros_state,nrow=3)

ggsave(filename = "../../results/Exploratory_Analysis_results/13.Spp_SSWDtf_state_plot.png",plot = grid.arrange(P.ochra_state,K.tuni_state,E.tros_state,nrow=3), width = 6, height = 5)

Temporal Scale: Yr->Sampling szn

Still just looking at P. ochraceus here, during 2013-2016

P.ochra_SSWD_tf_fig <- P.ochra_SSWD_tf %>% ggplot(aes(marine_common_season, log(total), group = marine_common_season)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Season & Year") + 
  ylab("log(P.ochra Abundance)") +
  scale_x_continuous(breaks = c("Sp13" = 129, "Sm13" = 130, "Fl13" = 131, "Sp14" = 133, "Sm14" = 134, "Fl14" = 135, "Sp15" = 137, "Sm15" = 138, "Fl15" = 139, "Sp16" = 141, "Sm16" = 142, "Fl16" = 143))
P.ochra_SSWD_tf_fig

K. tuni from 2013-2016 by season

K.tuni_SSWD_tf_fig <- K.tuni_SSWD_tf %>% ggplot(aes(marine_common_season, log(total), group = marine_common_season)) + 
  geom_boxplot(fill = "salmon", alpha = 0.7) +
  xlab("Season & Year") + 
  ylab("log(K.tuni Abundance)") +
  scale_x_continuous(breaks = c("Sp13" = 129, "Sm13" = 130, "Fl13" = 131, "Sp14" = 133, "Sm14" = 134, "Fl14" = 135, "Sp15" = 137, "Sm15" = 138, "Fl15" = 139, "Sp16" = 141, "Sm16" = 142, "Fl16" = 143)) 
K.tuni_SSWD_tf_fig

E. tros from 2013-2016 by season

E.tros_SSWD_tf_fig <- E.tros_SSWD_tf %>% ggplot(aes(marine_common_season, log(total), group = marine_common_season)) + 
  geom_boxplot(fill = "royalblue", alpha = 0.7) +
  xlab("Season & Year") + 
  ylab("log(E.tros Abundance)") +
  scale_x_continuous(breaks = c("Sp13" = 129, "Sm13" = 130, "Fl13" = 131, "Sp14" = 133, "Sm14" = 134, "Fl14" = 135, "Sp15" = 137, "Sm15" = 138, "Fl15" = 139, "Sp16" = 141, "Sm16" = 142, "Fl16" = 143)) 
E.tros_SSWD_tf_fig

Because K.tuni isn’t an echinoderm, it may be useful to look at the changes in Pisaster ochraceus compared to K.tuni as somewhat of a calibrater- for example, if both species’ abundance go down, its not likely attributed to SSWD- perhaps an el nino event or other global affector like that

P.ochra and K.tuni together

Season_year_boxplot <- grid.arrange(P.ochra_SSWD_tf_fig, K.tuni_SSWD_tf_fig, nrow=2)

Season_year_boxplot
## TableGrob (2 x 1) "arrange": 2 grobs
##   z     cells    name           grob
## 1 1 (1-1,1-1) arrange gtable[layout]
## 2 2 (2-2,1-1) arrange gtable[layout]
ggsave(filename = "../../results/Exploratory_Analysis_results/14.Season_year_boxplot_po_kt.png",plot = grid.arrange(P.ochra_SSWD_tf_fig, K.tuni_SSWD_tf_fig, nrow=2), width = 5, height = 4)

Time frame: 2013-2016, time scale: season. Separated by state and species

P.ochra_SSWD_tf_fig + facet_wrap(~ facet)

#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_by_state.png",plot = P.ochra_SSWD_tf_fig + facet_wrap(~ facet), width = 5, height = 4)

Just in California, by site (2013-2016, P. ochraceus only)

P.ochra_SSWDtf_CA <- filter(P.ochra_SSWD_tf, state == "CA")
P.ochra_SSWDtf_CA_fig <- P.ochra_SSWDtf_CA %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochra Abundance)") 
P.ochra_SSWDtf_CA_fig <- P.ochra_SSWDtf_CA_fig + facet_wrap(~ marine_sort_order)
P.ochra_SSWDtf_CA_fig

#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_CA_fig.png",plot = P.ochra_SSWDtf_CA_fig, width = 5, height = 4) 

Spp. prevalence during SSWD

I should go back and plot each survey entry and color by species observed to get an idea of the ranges of each, but since I’m mostly concerned with what’s going on during the SSWD event (2013-2016), I’m just going to plot those sampling events that fall within that range

Species <- SSWD_timeframe$species_code
broad_jitter <- ggplot(data = world) +
    geom_sf() +
  geom_jitter(data= SSWD_timeframe,aes(x=SSWD_timeframe$longitude, y=SSWD_timeframe$latitude,col=Species), size = 2, alpha = 0.25, width = 3,height=0.5) +
  annotation_scale(location = "bl", width_hint = 0.3) +
  coord_sf(xlim = c(-128, -114), ylim = c(32, 49.5), expand = FALSE) + 
  xlab("Longitude") + 
  ylab("Latitude") + scale_color_manual(values=species_colors) + theme(legend.position = "none")

narrow_jitter <- ggplot(data = world) +
    geom_sf() +
  geom_jitter(data= SSWD_timeframe,aes(x=SSWD_timeframe$longitude, y=SSWD_timeframe$latitude,col=Species), size = 2, alpha = 0.3, width = 0.3) +
  annotation_scale(location = "bl", width_hint = 0.3) +
  coord_sf(xlim = c(-128, -115), ylim = c(32, 49.5), expand = FALSE) + 
  xlab("Longitude") + 
  ylab("")  + scale_color_manual(values=species_colors) + theme(legend.position = c(-117,42))

gridExtra::grid.arrange(broad_jitter,narrow_jitter,nrow=1)
## Scale on map varies by more than 10%, scale bar may be inaccurate
## Scale on map varies by more than 10%, scale bar may be inaccurate

AK_zoom1_SSWD <- ggplot(data = world) +
    geom_sf() +
  geom_jitter(data= SSWD_timeframe,aes(x=SSWD_timeframe$longitude, y=SSWD_timeframe$latitude,col=Species,), size = 2, alpha = 0.55, width =1, height = 0.6) +
  annotation_scale(location = "bl", width_hint = 0.3) +
  coord_sf(xlim = c(-138.5, -131.5), ylim = c(55, 60.6), expand = FALSE) + 
  xlab("Longitude") + 
  ylab("Latitude") + 
  scale_color_manual(values=species_colors) + 
  theme(legend.position = c(0.5,0.815), legend.title =element_text(size=8,face="bold"),legend.text = element_text(size=7, face="bold"),axis.title.y = element_blank(),legend.background = element_rect(size=0.5, linetype="solid", colour = "black"))

AK_zoom1_SSWD
## Scale on map varies by more than 10%, scale bar may be inaccurate

gridExtra::grid.arrange(broad_jitter,AK_zoom1_SSWD,nrow=1)
## Scale on map varies by more than 10%, scale bar may be inaccurate
## Scale on map varies by more than 10%, scale bar may be inaccurate

ggsave(filename = "../../results/Exploratory_Analysis_results/14.SpeciesRangesSSWD.png",plot = gridExtra::grid.arrange(broad_jitter,AK_zoom1_SSWD,nrow=1), width = 5, height = 4) 
## Scale on map varies by more than 10%, scale bar may be inaccurate
## Scale on map varies by more than 10%, scale bar may be inaccurate
#AK_zoom2_SSWD <- ggplot(data = world) +
 #   geom_sf() +
 # geom_point(data= SSWD_timeframe,aes(x=SSWD_timeframe$longitude, y=SSWD_timeframe$latitude,col=Species,), size = 2, alpha = 0.4) +
 # annotation_scale(location = "bl", width_hint = 0.3) +
 # coord_sf(xlim = c(-136, -135), ylim = c(56.6, 57.3), expand = FALSE) + 
 # xlab("Longitude") + 
  #ylab("Latitude") 
  
#grid.arrange(AK_zoom1_SSWD, AK_zoom2_SSWD, nrow = 2)

Sites with high counts

There are a whole lot of sites that, even before SSWD, didn’t have a ton of sea stars. It may be useful to isolate only those sites that had high abundance counts prior to SSWD (in 2013), assuming that is a good proxy for sites that are, overall, desirable for sea stars.

First, filtering for sites that had 10+ (P.ochra) sea stars in 2013

Identifying those sites:

P.ochra_SSWDtf_highcount_temp <- P.ochra_SSWD_tf %>% filter(marine_common_year == "2013" & total >= 10)
unique(P.ochra_SSWDtf_highcount_temp$site_code)
##  [1] BML  BOA  BOB  BRN  CARP CRCO DAPT DMN  END  ESP  FKC  FOG  GREN HOP 
## [15] KIB  MCR  MEN  MOL  MUSH OCC  OLDS PIRA POP  SAGE SBSE SCT  SEA  SHCO
## [29] SWC  TPT  TRIS WHPT
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WIN

Filtering for those sites so I can retain the data entries at those sites during AND after 2013.

P.ochra_SSWDtf_highcount <- P.ochra_SSWD_tf %>% filter(site_code == "BML" | site_code == "BOA" | site_code == "BOB" | site_code == "BRN" | site_code == "CARP" | site_code == "CRCO" | site_code == "DAPT" | site_code == "DMN" | site_code == "END" | site_code == "ESP" | site_code == "FKC" | site_code == "FOG" | site_code == "GREN" | site_code == "HOP" | site_code == "KIB" | site_code == "MCR" | site_code == "MEN" | site_code == "MOL" | site_code == "MUSH" | site_code == "OCC" | site_code == "OLDS" | site_code == "PIRA" | site_code == "POP" | site_code == "SAGE" | site_code == "SBSE" | site_code == "SCT" | site_code == "SEA" | site_code == "SHCO" | site_code == "SWC" | site_code == "TPT" | site_code == "TRIS" | site_code == "WHPT")
#head(P.ochra_SSWDtf_highcount)

Plotting this as a series of density graphs- LOVE using this quartile coloring function!!!!!

P.ochra_SSWDtf_highcount %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +   stat_density_ridges(
    geom = "density_ridges_gradient", calc_ecdf = TRUE,
    quantiles = 4, quantile_lines = TRUE
  ) +
  ylab("Year") + 
  xlab("log(Abundance)") + 
  scale_fill_manual(values=pisaster_colors,name = "Quartiles")
## Picking joint bandwidth of 0.337

Before there were just WAY too many individual sites to plot them all and make anything useful out of it… is that still the case?

P.ochra_SSWDtf_highcount_fig <- P.ochra_SSWDtf_highcount %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochra Abundance)") 
P.ochra_SSWDtf_highcount_fig <- P.ochra_SSWDtf_highcount_fig + facet_wrap(~ marine_sort_order)
P.ochra_SSWDtf_highcount_fig

…. yes.

Now filtering for sites that had 25+ (P.ochra) sea stars in 2013

(Repeat same analysis pipeline)

P.ochra_SSWDtf_highercount_temp <- P.ochra_SSWD_tf %>% filter(marine_common_year == "2013" & total >= 25)
unique(P.ochra_SSWDtf_highercount_temp$site_code)
##  [1] BOB  BRN  CRCO DMN  END  FKC  FOG  GREN MCR  MOL  MUSH OCC  PIRA SCT 
## [15] SEA  SHCO SWC  TRIS
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WIN
P.ochra_SSWDtf_over25 <- P.ochra_SSWD_tf %>% filter(site_code == "BOB" | site_code == "BRN" | site_code == "CRCO" | site_code == "DMN" | site_code == "END" | site_code == "FKC" | site_code == "FOG" | site_code == "GREN" | site_code == "MCR" | site_code == "MOL" | site_code == "MUSH" | site_code == "OCC" | site_code == "PIRA" | site_code == "SCT" | site_code == "SEA" | site_code == "SHCO" | site_code == "SWC" | site_code == "TRIS")

P.ochra_SSWDtf_over25_fig <- P.ochra_SSWDtf_over25 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochra Abundance)") 
P.ochra_SSWDtf_over25_fig <- P.ochra_SSWDtf_over25_fig + facet_wrap(~ marine_sort_order)
P.ochra_SSWDtf_over25_fig

P.ochra_SSWDtf_over25 %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +   stat_density_ridges(
    geom = "density_ridges_gradient", calc_ecdf = TRUE,
    quantiles = 4, quantile_lines = TRUE
  )+ 
  scale_fill_manual(values=pisaster_colors,name = "Quartiles") +
  ylab("Year") + 
  xlab("log(Abundance)")
## Picking joint bandwidth of 0.359

P.ochra_SSWDtf_over25
##      group_code site_code   marine_site_name marine_sort_order latitude
## 1          UCSC       BOB          Bob Creek              4400 44.24456
## 2          UCSC       BOB          Bob Creek              4400 44.24456
## 3          UCSC       BOB          Bob Creek              4400 44.24456
## 4          UCSC       BOB          Bob Creek              4400 44.24456
## 5          UCSC       BOB          Bob Creek              4400 44.24456
## 6          UCSC       BOB          Bob Creek              4400 44.24456
## 7          UCSC       BOB          Bob Creek              4400 44.24456
## 8          UCSC       BOB          Bob Creek              4400 44.24456
## 9          UCSC       BOB          Bob Creek              4400 44.24456
## 10         UCSC       BOB          Bob Creek              4400 44.24456
## 11         UCSC       BOB          Bob Creek              4400 44.24456
## 12         UCSC       BOB          Bob Creek              4400 44.24456
## 13         UCSC       BOB          Bob Creek              4400 44.24456
## 14         UCSC       BOB          Bob Creek              4400 44.24456
## 15         UCSC       BOB          Bob Creek              4400 44.24456
## 16         UCSC       BOB          Bob Creek              4400 44.24456
## 17         UCSC       BOB          Bob Creek              4400 44.24456
## 18         UCSC       BOB          Bob Creek              4400 44.24456
## 19         UCSC       BOB          Bob Creek              4400 44.24456
## 20         UCSC       BOB          Bob Creek              4400 44.24456
## 21         UCSC       BOB          Bob Creek              4400 44.24456
## 22         UCSC       BOB          Bob Creek              4400 44.24456
## 23         UCSC       BOB          Bob Creek              4400 44.24456
## 24         UCSC       BOB          Bob Creek              4400 44.24456
## 25         UCSC       BOB          Bob Creek              4400 44.24456
## 26         UCSC       BOB          Bob Creek              4400 44.24456
## 27         UCSC       BOB          Bob Creek              4400 44.24456
## 28         UCSC       BOB          Bob Creek              4400 44.24456
## 29         UCSC       BOB          Bob Creek              4400 44.24456
## 30         UCSC       BOB          Bob Creek              4400 44.24456
## 31         UCSC       BOB          Bob Creek              4400 44.24456
## 32         UCSC       BOB          Bob Creek              4400 44.24456
## 33         UCSC       BOB          Bob Creek              4400 44.24456
## 34         UCSC       BOB          Bob Creek              4400 44.24456
## 35         UCSC       BOB          Bob Creek              4400 44.24456
## 36         UCSC       BOB          Bob Creek              4400 44.24456
## 37         UCSC       BOB          Bob Creek              4400 44.24456
## 38         UCSC       BOB          Bob Creek              4400 44.24456
## 39         UCSC       BOB          Bob Creek              4400 44.24456
## 40         UCSC       BOB          Bob Creek              4400 44.24456
## 41         UCSC       BOB          Bob Creek              4400 44.24456
## 42         UCSC       BOB          Bob Creek              4400 44.24456
## 43         UCSC       BOB          Bob Creek              4400 44.24456
## 44         UCSC       BOB          Bob Creek              4400 44.24456
## 45         UCSC       BOB          Bob Creek              4400 44.24456
## 46         UCSC       BOB          Bob Creek              4400 44.24456
## 47         UCSC       BOB          Bob Creek              4400 44.24456
## 48         UCSC       BOB          Bob Creek              4400 44.24456
## 49         UCSC       BOB          Bob Creek              4400 44.24456
## 50         UCSC       BOB          Bob Creek              4400 44.24456
## 51         UCSC       BOB          Bob Creek              4400 44.24456
## 52         UCSC       BOB          Bob Creek              4400 44.24456
## 53         UCSC       BOB          Bob Creek              4400 44.24456
## 54         UCSC       BOB          Bob Creek              4400 44.24456
## 55         UCSC       BOB          Bob Creek              4400 44.24456
## 56         UCSC       BOB          Bob Creek              4400 44.24456
## 57         UCSC       BOB          Bob Creek              4400 44.24456
## 58         UCSC       BOB          Bob Creek              4400 44.24456
## 59         UCSC       BOB          Bob Creek              4400 44.24456
## 60         UCSC       BRN         Burnt Hill              4900 42.22814
## 61         UCSC       BRN         Burnt Hill              4900 42.22814
## 62         UCSC       BRN         Burnt Hill              4900 42.22814
## 63         UCSC       BRN         Burnt Hill              4900 42.22814
## 64         UCSC       BRN         Burnt Hill              4900 42.22814
## 65         UCSC       BRN         Burnt Hill              4900 42.22814
## 66         UCSC       BRN         Burnt Hill              4900 42.22814
## 67         UCSC       BRN         Burnt Hill              4900 42.22814
## 68         UCSC       BRN         Burnt Hill              4900 42.22814
## 69         UCSC       BRN         Burnt Hill              4900 42.22814
## 70         UCSC       BRN         Burnt Hill              4900 42.22814
## 71         UCSC       BRN         Burnt Hill              4900 42.22814
## 72         UCSC       BRN         Burnt Hill              4900 42.22814
## 73         UCSC       BRN         Burnt Hill              4900 42.22814
## 74         UCSC       BRN         Burnt Hill              4900 42.22814
## 75         UCSC       BRN         Burnt Hill              4900 42.22814
## 76         UCSC       BRN         Burnt Hill              4900 42.22814
## 77         UCSC       BRN         Burnt Hill              4900 42.22814
## 78         UCSC       BRN         Burnt Hill              4900 42.22814
## 79         UCSC       BRN         Burnt Hill              4900 42.22814
## 80         UCSC       BRN         Burnt Hill              4900 42.22814
## 81         UCSC       BRN         Burnt Hill              4900 42.22814
## 82         UCSC       BRN         Burnt Hill              4900 42.22814
## 83         UCSC       BRN         Burnt Hill              4900 42.22814
## 84         UCSC       BRN         Burnt Hill              4900 42.22814
## 85         UCSC       BRN         Burnt Hill              4900 42.22814
## 86         UCSC       BRN         Burnt Hill              4900 42.22814
## 87         UCSC       BRN         Burnt Hill              4900 42.22814
## 88         UCSC       BRN         Burnt Hill              4900 42.22814
## 89         UCSC       BRN         Burnt Hill              4900 42.22814
## 90         UCSC       BRN         Burnt Hill              4900 42.22814
## 91         UCSC       BRN         Burnt Hill              4900 42.22814
## 92         UCSC       BRN         Burnt Hill              4900 42.22814
## 93         UCSC       BRN         Burnt Hill              4900 42.22814
## 94         UCSC       BRN         Burnt Hill              4900 42.22814
## 95         UCSC       BRN         Burnt Hill              4900 42.22814
## 96         UCSC       BRN         Burnt Hill              4900 42.22814
## 97         UCSC       BRN         Burnt Hill              4900 42.22814
## 98         UCSC       BRN         Burnt Hill              4900 42.22814
## 99         UCSC       BRN         Burnt Hill              4900 42.22814
## 100        UCSC       BRN         Burnt Hill              4900 42.22814
## 101        UCSC       BRN         Burnt Hill              4900 42.22814
## 102        UCSC       BRN         Burnt Hill              4900 42.22814
## 103        UCSC       BRN         Burnt Hill              4900 42.22814
## 104        UCSC       BRN         Burnt Hill              4900 42.22814
## 105        UCSC       BRN         Burnt Hill              4900 42.22814
## 106        UCSC       BRN         Burnt Hill              4900 42.22814
## 107        UCSC       BRN         Burnt Hill              4900 42.22814
## 108        UCSC       BRN         Burnt Hill              4900 42.22814
## 109        UCSC       BRN         Burnt Hill              4900 42.22814
## 110        CSUF      CRCO       Crystal Cove              6660 33.57078
## 111        CSUF      CRCO       Crystal Cove              6660 33.57078
## 112        CSUF      CRCO       Crystal Cove              6660 33.57078
## 113        CSUF      CRCO       Crystal Cove              6660 33.57078
## 114        CSUF      CRCO       Crystal Cove              6660 33.57078
## 115        CSUF      CRCO       Crystal Cove              6660 33.57078
## 116        CSUF      CRCO       Crystal Cove              6660 33.57078
## 117        CSUF      CRCO       Crystal Cove              6660 33.57078
## 118        CSUF      CRCO       Crystal Cove              6660 33.57078
## 119        CSUF      CRCO       Crystal Cove              6660 33.57078
## 120        CSUF      CRCO       Crystal Cove              6660 33.57078
## 121        CSUF      CRCO       Crystal Cove              6660 33.57078
## 122        CSUF      CRCO       Crystal Cove              6660 33.57078
## 123        CSUF      CRCO       Crystal Cove              6660 33.57078
## 124        CSUF      CRCO       Crystal Cove              6660 33.57078
## 125        CSUF      CRCO       Crystal Cove              6660 33.57078
## 126        CSUF      CRCO       Crystal Cove              6660 33.57078
## 127        CSUF      CRCO       Crystal Cove              6660 33.57078
## 128        CSUF      CRCO       Crystal Cove              6660 33.57078
## 129        CSUF      CRCO       Crystal Cove              6660 33.57078
## 130        CSUF      CRCO       Crystal Cove              6660 33.57078
## 131        CSUF      CRCO       Crystal Cove              6660 33.57078
## 132        CSUF      CRCO       Crystal Cove              6660 33.57078
## 133        CSUF      CRCO       Crystal Cove              6660 33.57078
## 134        CSUF      CRCO       Crystal Cove              6660 33.57078
## 135        CSUF      CRCO       Crystal Cove              6660 33.57078
## 136        CSUF      CRCO       Crystal Cove              6660 33.57078
## 137        CSUF      CRCO       Crystal Cove              6660 33.57078
## 138        CSUF      CRCO       Crystal Cove              6660 33.57078
## 139        CSUF      CRCO       Crystal Cove              6660 33.57078
## 140        CSUF      CRCO       Crystal Cove              6660 33.57078
## 141        CSUF      CRCO       Crystal Cove              6660 33.57078
## 142        CSUF      CRCO       Crystal Cove              6660 33.57078
## 143        CSUF      CRCO       Crystal Cove              6660 33.57078
## 144        CSUF      CRCO       Crystal Cove              6660 33.57078
## 145        CSUF      CRCO       Crystal Cove              6660 33.57078
## 146        CSUF      CRCO       Crystal Cove              6660 33.57078
## 147        CSUF      CRCO       Crystal Cove              6660 33.57078
## 148        CSUF      CRCO       Crystal Cove              6660 33.57078
## 149        CSUF      CRCO       Crystal Cove              6660 33.57078
## 150        CSUF      CRCO       Crystal Cove              6660 33.57078
## 151        CSUF      CRCO       Crystal Cove              6660 33.57078
## 152        UCSB      CRCO       Crystal Cove              6660 33.57078
## 153        UCSB      CRCO       Crystal Cove              6660 33.57078
## 154        CSUF      CRCO       Crystal Cove              6660 33.57078
## 155        UCSB      CRCO       Crystal Cove              6660 33.57078
## 156        UCSB      CRCO       Crystal Cove              6660 33.57078
## 157        UCSB      CRCO       Crystal Cove              6660 33.57078
## 158        UCSB      CRCO       Crystal Cove              6660 33.57078
## 159        CSUF      CRCO       Crystal Cove              6660 33.57078
## 160        UCSB      CRCO       Crystal Cove              6660 33.57078
## 161        UCSB      CRCO       Crystal Cove              6660 33.57078
## 162        CSUF      CRCO       Crystal Cove              6660 33.57078
## 163        CSUF      CRCO       Crystal Cove              6660 33.57078
## 164        CSUF      CRCO       Crystal Cove              6660 33.57078
## 165        CSUF      CRCO       Crystal Cove              6660 33.57078
## 166        CSUF      CRCO       Crystal Cove              6660 33.57078
## 167        CSUF      CRCO       Crystal Cove              6660 33.57078
## 168        CSUF      CRCO       Crystal Cove              6660 33.57078
## 169        CSUF      CRCO       Crystal Cove              6660 33.57078
## 170        CSUF      CRCO       Crystal Cove              6660 33.57078
## 171        CSUF      CRCO       Crystal Cove              6660 33.57078
## 172        CSUF      CRCO       Crystal Cove              6660 33.57078
## 173        CSUF      CRCO       Crystal Cove              6660 33.57078
## 174        UCSC       DMN    Damnation Creek              5020 41.65249
## 175        UCSC       DMN    Damnation Creek              5020 41.65249
## 176        UCSC       DMN    Damnation Creek              5020 41.65249
## 177        UCSC       DMN    Damnation Creek              5020 41.65249
## 178        UCSC       DMN    Damnation Creek              5020 41.65249
## 179        UCSC       DMN    Damnation Creek              5020 41.65249
## 180        UCSC       DMN    Damnation Creek              5020 41.65249
## 181        UCSC       DMN    Damnation Creek              5020 41.65249
## 182        UCSC       DMN    Damnation Creek              5020 41.65249
## 183        UCSC       DMN    Damnation Creek              5020 41.65249
## 184        UCSC       DMN    Damnation Creek              5020 41.65249
## 185        UCSC       DMN    Damnation Creek              5020 41.65249
## 186        UCSC       DMN    Damnation Creek              5020 41.65249
## 187        UCSC       DMN    Damnation Creek              5020 41.65249
## 188        UCSC       DMN    Damnation Creek              5020 41.65249
## 189        UCSC       DMN    Damnation Creek              5020 41.65249
## 190        UCSC       DMN    Damnation Creek              5020 41.65249
## 191        UCSC       DMN    Damnation Creek              5020 41.65249
## 192        UCSC       DMN    Damnation Creek              5020 41.65249
## 193        UCSC       DMN    Damnation Creek              5020 41.65249
## 194        UCSC       DMN    Damnation Creek              5020 41.65249
## 195        UCSC       DMN    Damnation Creek              5020 41.65249
## 196        UCSC       DMN    Damnation Creek              5020 41.65249
## 197        UCSC       DMN    Damnation Creek              5020 41.65249
## 198        UCSC       DMN    Damnation Creek              5020 41.65249
## 199        UCSC       DMN    Damnation Creek              5020 41.65249
## 200        UCSC       DMN    Damnation Creek              5020 41.65249
## 201        UCSC       DMN    Damnation Creek              5020 41.65249
## 202        UCSC       DMN    Damnation Creek              5020 41.65249
## 203        UCSC       DMN    Damnation Creek              5020 41.65249
## 204        UCSC       DMN    Damnation Creek              5020 41.65249
## 205        UCSC       DMN    Damnation Creek              5020 41.65249
## 206        UCSC       DMN    Damnation Creek              5020 41.65249
## 207        UCSC       DMN    Damnation Creek              5020 41.65249
## 208        UCSC       DMN    Damnation Creek              5020 41.65249
## 209        UCSC       DMN    Damnation Creek              5020 41.65249
## 210        UCSC       DMN    Damnation Creek              5020 41.65249
## 211        UCSC       DMN    Damnation Creek              5020 41.65249
## 212        UCSC       DMN    Damnation Creek              5020 41.65249
## 213        UCSC       DMN    Damnation Creek              5020 41.65249
## 214        UCSC       DMN    Damnation Creek              5020 41.65249
## 215        UCSC       DMN    Damnation Creek              5020 41.65249
## 216        UCSC       DMN    Damnation Creek              5020 41.65249
## 217        UCSC       DMN    Damnation Creek              5020 41.65249
## 218        UCSC       DMN    Damnation Creek              5020 41.65249
## 219        UCSC       DMN    Damnation Creek              5020 41.65249
## 220        UCSC       DMN    Damnation Creek              5020 41.65249
## 221        UCSC       DMN    Damnation Creek              5020 41.65249
## 222        UCSC       DMN    Damnation Creek              5020 41.65249
## 223        UCSC       DMN    Damnation Creek              5020 41.65249
## 224        UCSC       DMN    Damnation Creek              5020 41.65249
## 225        UCSC       DMN    Damnation Creek              5020 41.65249
## 226        UCSC       DMN    Damnation Creek              5020 41.65249
## 227        UCSC       DMN    Damnation Creek              5020 41.65249
## 228        UCSC       DMN    Damnation Creek              5020 41.65249
## 229        UCSC       DMN    Damnation Creek              5020 41.65249
## 230        UCSC       DMN    Damnation Creek              5020 41.65249
## 231        UCSC       DMN    Damnation Creek              5020 41.65249
## 232        UCSC       DMN    Damnation Creek              5020 41.65249
## 233        UCSC       DMN    Damnation Creek              5020 41.65249
## 234        UCSC       END            Enderts              5010 41.69000
## 235        UCSC       END            Enderts              5010 41.69000
## 236        UCSC       END            Enderts              5010 41.69000
## 237        UCSC       END            Enderts              5010 41.69000
## 238        UCSC       END            Enderts              5010 41.69000
## 239        UCSC       END            Enderts              5010 41.69000
## 240        UCSC       END            Enderts              5010 41.69000
## 241        UCSC       END            Enderts              5010 41.69000
## 242        UCSC       END            Enderts              5010 41.69000
## 243        UCSC       END            Enderts              5010 41.69000
## 244        UCSC       END            Enderts              5010 41.69000
## 245        UCSC       END            Enderts              5010 41.69000
## 246        UCSC       END            Enderts              5010 41.69000
## 247        UCSC       END            Enderts              5010 41.69000
## 248        UCSC       END            Enderts              5010 41.69000
## 249        UCSC       END            Enderts              5010 41.69000
## 250        UCSC       END            Enderts              5010 41.69000
## 251        UCSC       END            Enderts              5010 41.69000
## 252        UCSC       END            Enderts              5010 41.69000
## 253        UCSC       END            Enderts              5010 41.69000
## 254        UCSC       END            Enderts              5010 41.69000
## 255        UCSC       END            Enderts              5010 41.69000
## 256        UCSC       END            Enderts              5010 41.69000
## 257        UCSC       END            Enderts              5010 41.69000
## 258        UCSC       END            Enderts              5010 41.69000
## 259        UCSC       END            Enderts              5010 41.69000
## 260        UCSC       END            Enderts              5010 41.69000
## 261        UCSC       END            Enderts              5010 41.69000
## 262        UCSC       END            Enderts              5010 41.69000
## 263        UCSC       END            Enderts              5010 41.69000
## 264        UCSC       END            Enderts              5010 41.69000
## 265        UCSC       END            Enderts              5010 41.69000
## 266        UCSC       END            Enderts              5010 41.69000
## 267        UCSC       END            Enderts              5010 41.69000
## 268        UCSC       END            Enderts              5010 41.69000
## 269        UCSC       END            Enderts              5010 41.69000
## 270        UCSC       END            Enderts              5010 41.69000
## 271        UCSC       END            Enderts              5010 41.69000
## 272        UCSC       END            Enderts              5010 41.69000
## 273        UCSC       END            Enderts              5010 41.69000
## 274        UCSC       END            Enderts              5010 41.69000
## 275        UCSC       END            Enderts              5010 41.69000
## 276        UCSC       END            Enderts              5010 41.69000
## 277        UCSC       END            Enderts              5010 41.69000
## 278        UCSC       END            Enderts              5010 41.69000
## 279        UCSC       END            Enderts              5010 41.69000
## 280        UCSC       END            Enderts              5010 41.69000
## 281        UCSC       END            Enderts              5010 41.69000
## 282        UCSC       END            Enderts              5010 41.69000
## 283        UCSC       END            Enderts              5010 41.69000
## 284        UCSC       END            Enderts              5010 41.69000
## 285        UCSC       END            Enderts              5010 41.69000
## 286        UCSC       END            Enderts              5010 41.69000
## 287        UCSC       END            Enderts              5010 41.69000
## 288        UCSC       END            Enderts              5010 41.69000
## 289        UCSC       END            Enderts              5010 41.69000
## 290        UCSC       END            Enderts              5010 41.69000
## 291        UCSC       END            Enderts              5010 41.69000
## 292        UCSC       END            Enderts              5010 41.69000
## 293        UCSC       END            Enderts              5010 41.69000
## 294        UCSC       END            Enderts              5010 41.69000
## 295        UCSC       END            Enderts              5010 41.69000
## 296        UCSC       END            Enderts              5010 41.69000
## 297        UCSC       END            Enderts              5010 41.69000
## 298        UCSC       END            Enderts              5010 41.69000
## 299        UCSC       END            Enderts              5010 41.69000
## 300        UCSC       END            Enderts              5010 41.69000
## 301        UCSC       END            Enderts              5010 41.69000
## 302        UCSC       END            Enderts              5010 41.69000
## 303        UCSC       END            Enderts              5010 41.69000
## 304        UCSC       END            Enderts              5010 41.69000
## 305        UCSC       END            Enderts              5010 41.69000
## 306        UCSC       END            Enderts              5010 41.69000
## 307        UCSC       END            Enderts              5010 41.69000
## 308        UCSC       END            Enderts              5010 41.69000
## 309        UCSC       END            Enderts              5010 41.69000
## 310        UCSC       END            Enderts              5010 41.69000
## 311        UCSC       END            Enderts              5010 41.69000
## 312        UCSC       END            Enderts              5010 41.69000
## 313        UCSC       END            Enderts              5010 41.69000
## 314        UCSC       END            Enderts              5010 41.69000
## 315        UCSC       END            Enderts              5010 41.69000
## 316        UCSC       END            Enderts              5010 41.69000
## 317        UCSC       END            Enderts              5010 41.69000
## 318        UCSC       END            Enderts              5010 41.69000
## 319        UCSC       END            Enderts              5010 41.69000
## 320        UCSC       END            Enderts              5010 41.69000
## 321        UCSC       END            Enderts              5010 41.69000
## 322        UCSC       END            Enderts              5010 41.69000
## 323        UCSC       END            Enderts              5010 41.69000
## 324        UCSC       END            Enderts              5010 41.69000
## 325        UCSC       END            Enderts              5010 41.69000
## 326        UCSC       END            Enderts              5010 41.69000
## 327        UCSC       END            Enderts              5010 41.69000
## 328        UCSC       END            Enderts              5010 41.69000
## 329        UCSC       END            Enderts              5010 41.69000
## 330        UCSC       END            Enderts              5010 41.69000
## 331        UCSC       END            Enderts              5010 41.69000
## 332        UCSC       END            Enderts              5010 41.69000
## 333        UCSC       END            Enderts              5010 41.69000
## 334        UCSC       END            Enderts              5010 41.69000
## 335        UCSC       END            Enderts              5010 41.69000
## 336        UCSC       END            Enderts              5010 41.69000
## 337        UCSC       END            Enderts              5010 41.69000
## 338        UCSC       END            Enderts              5010 41.69000
## 339        UCSC       END            Enderts              5010 41.69000
## 340        UCSC       END            Enderts              5010 41.69000
## 341        UCSC       END            Enderts              5010 41.69000
## 342        UCSC       END            Enderts              5010 41.69000
## 343        UCSC       END            Enderts              5010 41.69000
## 344        UCSC       END            Enderts              5010 41.69000
## 345        UCSC       END            Enderts              5010 41.69000
## 346        UCSC       END            Enderts              5010 41.69000
## 347        UCSC       END            Enderts              5010 41.69000
## 348        UCSC       END            Enderts              5010 41.69000
## 349        UCSC       END            Enderts              5010 41.69000
## 350        UCSC       END            Enderts              5010 41.69000
## 351        UCSC       END            Enderts              5010 41.69000
## 352        UCSC       FKC False Klamath Cove              5030 41.59476
## 353        UCSC       FKC False Klamath Cove              5030 41.59476
## 354        UCSC       FKC False Klamath Cove              5030 41.59476
## 355        UCSC       FKC False Klamath Cove              5030 41.59476
## 356        UCSC       FKC False Klamath Cove              5030 41.59476
## 357        UCSC       FKC False Klamath Cove              5030 41.59476
## 358        UCSC       FKC False Klamath Cove              5030 41.59476
## 359        UCSC       FKC False Klamath Cove              5030 41.59476
## 360        UCSC       FKC False Klamath Cove              5030 41.59476
## 361        UCSC       FKC False Klamath Cove              5030 41.59476
## 362        UCSC       FKC False Klamath Cove              5030 41.59476
## 363        UCSC       FKC False Klamath Cove              5030 41.59476
## 364        UCSC       FKC False Klamath Cove              5030 41.59476
## 365        UCSC       FKC False Klamath Cove              5030 41.59476
## 366        UCSC       FKC False Klamath Cove              5030 41.59476
## 367        UCSC       FKC False Klamath Cove              5030 41.59476
## 368        UCSC       FKC False Klamath Cove              5030 41.59476
## 369        UCSC       FKC False Klamath Cove              5030 41.59476
## 370        UCSC       FKC False Klamath Cove              5030 41.59476
## 371        UCSC       FKC False Klamath Cove              5030 41.59476
## 372        UCSC       FKC False Klamath Cove              5030 41.59476
## 373        UCSC       FKC False Klamath Cove              5030 41.59476
## 374        UCSC       FKC False Klamath Cove              5030 41.59476
## 375        UCSC       FKC False Klamath Cove              5030 41.59476
## 376        UCSC       FKC False Klamath Cove              5030 41.59476
## 377        UCSC       FKC False Klamath Cove              5030 41.59476
## 378        UCSC       FKC False Klamath Cove              5030 41.59476
## 379        UCSC       FKC False Klamath Cove              5030 41.59476
## 380        UCSC       FKC False Klamath Cove              5030 41.59476
## 381        UCSC       FKC False Klamath Cove              5030 41.59476
## 382        UCSC       FKC False Klamath Cove              5030 41.59476
## 383        UCSC       FKC False Klamath Cove              5030 41.59476
## 384        UCSC       FKC False Klamath Cove              5030 41.59476
## 385        UCSC       FKC False Klamath Cove              5030 41.59476
## 386        UCSC       FKC False Klamath Cove              5030 41.59476
## 387        UCSC       FKC False Klamath Cove              5030 41.59476
## 388        UCSC       FKC False Klamath Cove              5030 41.59476
## 389        UCSC       FKC False Klamath Cove              5030 41.59476
## 390        UCSC       FKC False Klamath Cove              5030 41.59476
## 391        UCSC       FKC False Klamath Cove              5030 41.59476
## 392        UCSC       FKC False Klamath Cove              5030 41.59476
## 393        UCSC       FKC False Klamath Cove              5030 41.59476
## 394        UCSC       FKC False Klamath Cove              5030 41.59476
## 395        UCSC       FKC False Klamath Cove              5030 41.59476
## 396        UCSC       FKC False Klamath Cove              5030 41.59476
## 397        UCSC       FKC False Klamath Cove              5030 41.59476
## 398        UCSC       FKC False Klamath Cove              5030 41.59476
## 399        UCSC       FKC False Klamath Cove              5030 41.59476
## 400        UCSC       FKC False Klamath Cove              5030 41.59476
## 401        UCSC       FKC False Klamath Cove              5030 41.59476
## 402        UCSC       FKC False Klamath Cove              5030 41.59476
## 403        UCSC       FKC False Klamath Cove              5030 41.59476
## 404        UCSC       FKC False Klamath Cove              5030 41.59476
## 405        UCSC       FKC False Klamath Cove              5030 41.59476
## 406        UCSC       FKC False Klamath Cove              5030 41.59476
## 407        UCSC       FKC False Klamath Cove              5030 41.59476
## 408        UCSC       FKC False Klamath Cove              5030 41.59476
## 409        UCSC       FKC False Klamath Cove              5030 41.59476
## 410        UCSC       FKC False Klamath Cove              5030 41.59476
## 411        UCSC       FKC False Klamath Cove              5030 41.59476
## 412        UCSC       FKC False Klamath Cove              5030 41.59476
## 413        UCSC       FKC False Klamath Cove              5030 41.59476
## 414        UCSC       FKC False Klamath Cove              5030 41.59476
## 415        UCSC       FKC False Klamath Cove              5030 41.59476
## 416        UCSC       FKC False Klamath Cove              5030 41.59476
## 417        UCSC       FKC False Klamath Cove              5030 41.59476
## 418        UCSC       FKC False Klamath Cove              5030 41.59476
## 419        UCSC       FKC False Klamath Cove              5030 41.59476
## 420        UCSC       FKC False Klamath Cove              5030 41.59476
## 421        UCSC       FKC False Klamath Cove              5030 41.59476
## 422        UCSC       FKC False Klamath Cove              5030 41.59476
## 423        UCSC       FKC False Klamath Cove              5030 41.59476
## 424        UCSC       FKC False Klamath Cove              5030 41.59476
## 425        UCSC       FKC False Klamath Cove              5030 41.59476
## 426        UCSC       FKC False Klamath Cove              5030 41.59476
## 427        UCSC       FKC False Klamath Cove              5030 41.59476
## 428        UCSC       FKC False Klamath Cove              5030 41.59476
## 429        UCSC       FKC False Klamath Cove              5030 41.59476
## 430        UCSC       FKC False Klamath Cove              5030 41.59476
## 431        UCSC       FKC False Klamath Cove              5030 41.59476
## 432        UCSC       FKC False Klamath Cove              5030 41.59476
## 433        UCSC       FKC False Klamath Cove              5030 41.59476
## 434        UCSC       FKC False Klamath Cove              5030 41.59476
## 435        UCSC       FKC False Klamath Cove              5030 41.59476
## 436        UCSC       FKC False Klamath Cove              5030 41.59476
## 437        UCSC       FKC False Klamath Cove              5030 41.59476
## 438        UCSC       FKC False Klamath Cove              5030 41.59476
## 439        UCSC       FOG      Fogarty Creek              4300 44.83864
## 440        UCSC       FOG      Fogarty Creek              4300 44.83864
## 441        UCSC       FOG      Fogarty Creek              4300 44.83864
## 442        UCSC       FOG      Fogarty Creek              4300 44.83864
## 443        UCSC       FOG      Fogarty Creek              4300 44.83864
## 444        UCSC       FOG      Fogarty Creek              4300 44.83864
## 445        UCSC       FOG      Fogarty Creek              4300 44.83864
## 446        UCSC       FOG      Fogarty Creek              4300 44.83864
## 447        UCSC       FOG      Fogarty Creek              4300 44.83864
## 448        UCSC       FOG      Fogarty Creek              4300 44.83864
## 449        UCSC       FOG      Fogarty Creek              4300 44.83864
## 450        UCSC       FOG      Fogarty Creek              4300 44.83864
## 451        UCSC       FOG      Fogarty Creek              4300 44.83864
## 452        UCSC       FOG      Fogarty Creek              4300 44.83864
## 453        UCSC       FOG      Fogarty Creek              4300 44.83864
## 454        UCSC       FOG      Fogarty Creek              4300 44.83864
## 455        UCSC       FOG      Fogarty Creek              4300 44.83864
## 456        UCSC       FOG      Fogarty Creek              4300 44.83864
## 457        UCSC       FOG      Fogarty Creek              4300 44.83864
## 458        UCSC       FOG      Fogarty Creek              4300 44.83864
## 459        UCSC       FOG      Fogarty Creek              4300 44.83864
## 460        UCSC       FOG      Fogarty Creek              4300 44.83864
## 461        UCSC       FOG      Fogarty Creek              4300 44.83864
## 462        UCSC       FOG      Fogarty Creek              4300 44.83864
## 463        UCSC       FOG      Fogarty Creek              4300 44.83864
## 464        UCSC       FOG      Fogarty Creek              4300 44.83864
## 465        UCSC       FOG      Fogarty Creek              4300 44.83864
## 466        UCSC       FOG      Fogarty Creek              4300 44.83864
## 467        UCSC       FOG      Fogarty Creek              4300 44.83864
## 468        UCSC       FOG      Fogarty Creek              4300 44.83864
## 469        UCSC       FOG      Fogarty Creek              4300 44.83864
## 470        UCSC       FOG      Fogarty Creek              4300 44.83864
## 471        UCSC       FOG      Fogarty Creek              4300 44.83864
## 472        UCSC       FOG      Fogarty Creek              4300 44.83864
## 473        UCSC       FOG      Fogarty Creek              4300 44.83864
## 474        UCSC       FOG      Fogarty Creek              4300 44.83864
## 475        UCSC       FOG      Fogarty Creek              4300 44.83864
## 476        UCSC       FOG      Fogarty Creek              4300 44.83864
## 477        UCSC       FOG      Fogarty Creek              4300 44.83864
## 478        UCSC       FOG      Fogarty Creek              4300 44.83864
## 479        UCSC       FOG      Fogarty Creek              4300 44.83864
## 480        UCSC       FOG      Fogarty Creek              4300 44.83864
## 481        UCSC       FOG      Fogarty Creek              4300 44.83864
## 482        UCSC       FOG      Fogarty Creek              4300 44.83864
## 483        UCSC       FOG      Fogarty Creek              4300 44.83864
## 484        UCSC       FOG      Fogarty Creek              4300 44.83864
## 485        UCSC       FOG      Fogarty Creek              4300 44.83864
## 486        UCSC       FOG      Fogarty Creek              4300 44.83864
## 487        UCSC       FOG      Fogarty Creek              4300 44.83864
## 488        UCSC       FOG      Fogarty Creek              4300 44.83864
## 489        UCSC       FOG      Fogarty Creek              4300 44.83864
## 490        UCSC       FOG      Fogarty Creek              4300 44.83864
## 491        UCSC       FOG      Fogarty Creek              4300 44.83864
## 492        UCSC       FOG      Fogarty Creek              4300 44.83864
## 493        UCSC       FOG      Fogarty Creek              4300 44.83864
## 494        UCSC       FOG      Fogarty Creek              4300 44.83864
## 495        UCSC       FOG      Fogarty Creek              4300 44.83864
## 496        UCSC       FOG      Fogarty Creek              4300 44.83864
## 497        UCSC       FOG      Fogarty Creek              4300 44.83864
## 498        UCSC       FOG      Fogarty Creek              4300 44.83864
## 499       OCNMS      GREN    Point Grenville              3980 47.30255
## 500       OCNMS      GREN    Point Grenville              3980 47.30255
## 501       OCNMS      GREN    Point Grenville              3980 47.30255
## 502       OCNMS      GREN    Point Grenville              3980 47.30255
## 503       OCNMS      GREN    Point Grenville              3980 47.30255
## 504       OCNMS      GREN    Point Grenville              3980 47.30255
## 505       OCNMS      GREN    Point Grenville              3980 47.30255
## 506       OCNMS      GREN    Point Grenville              3980 47.30255
## 507       OCNMS      GREN    Point Grenville              3980 47.30255
## 508       OCNMS      GREN    Point Grenville              3980 47.30255
## 509       OCNMS      GREN    Point Grenville              3980 47.30255
## 510       OCNMS      GREN    Point Grenville              3980 47.30255
## 511       OCNMS      GREN    Point Grenville              3980 47.30255
## 512       OCNMS      GREN    Point Grenville              3980 47.30255
## 513       OCNMS      GREN    Point Grenville              3980 47.30255
## 514       OCNMS      GREN    Point Grenville              3980 47.30255
## 515       OCNMS      GREN    Point Grenville              3980 47.30255
## 516       OCNMS      GREN    Point Grenville              3980 47.30255
## 517       OCNMS      GREN    Point Grenville              3980 47.30255
## 518       OCNMS      GREN    Point Grenville              3980 47.30255
## 519       OCNMS      GREN    Point Grenville              3980 47.30255
## 520       OCNMS      GREN    Point Grenville              3980 47.30255
## 521       OCNMS      GREN    Point Grenville              3980 47.30255
## 522       OCNMS      GREN    Point Grenville              3980 47.30255
## 523       OCNMS      GREN    Point Grenville              3980 47.30255
## 524       OCNMS      GREN    Point Grenville              3980 47.30255
## 525       OCNMS      GREN    Point Grenville              3980 47.30255
## 526       OCNMS      GREN    Point Grenville              3980 47.30255
## 527       OCNMS      GREN    Point Grenville              3980 47.30255
## 528       OCNMS      GREN    Point Grenville              3980 47.30255
## 529       OCNMS      GREN    Point Grenville              3980 47.30255
## 530       OCNMS      GREN    Point Grenville              3980 47.30255
## 531       OCNMS      GREN    Point Grenville              3980 47.30255
## 532       OCNMS      GREN    Point Grenville              3980 47.30255
## 533       OCNMS      GREN    Point Grenville              3980 47.30255
## 534        UCSC       MCR         Mill Creek              6220 35.97965
## 535        UCSC       MCR         Mill Creek              6220 35.97965
## 536        UCSC       MCR         Mill Creek              6220 35.97965
## 537        UCSC       MCR         Mill Creek              6220 35.97965
## 538        UCSC       MCR         Mill Creek              6220 35.97965
## 539        UCSC       MCR         Mill Creek              6220 35.97965
## 540        UCSC       MCR         Mill Creek              6220 35.97965
## 541        UCSC       MCR         Mill Creek              6220 35.97965
## 542        UCSC       MCR         Mill Creek              6220 35.97965
## 543        UCSC       MCR         Mill Creek              6220 35.97965
## 544        UCSC       MCR         Mill Creek              6220 35.97965
## 545        UCSC       MCR         Mill Creek              6220 35.97965
## 546        UCSC       MCR         Mill Creek              6220 35.97965
## 547        UCSC       MCR         Mill Creek              6220 35.97965
## 548        UCSC       MCR         Mill Creek              6220 35.97965
## 549        UCSC       MCR         Mill Creek              6220 35.97965
## 550        UCSC       MCR         Mill Creek              6220 35.97965
## 551        UCSC       MCR         Mill Creek              6220 35.97965
## 552        UCSC       MCR         Mill Creek              6220 35.97965
## 553        UCSC       MCR         Mill Creek              6220 35.97965
## 554        UCSC       MCR         Mill Creek              6220 35.97965
## 555        UCSC       MCR         Mill Creek              6220 35.97965
## 556        UCSC       MCR         Mill Creek              6220 35.97965
## 557        UCSC       MCR         Mill Creek              6220 35.97965
## 558        UCSC       MCR         Mill Creek              6220 35.97965
## 559        UCSC       MCR         Mill Creek              6220 35.97965
## 560        UCSC       MCR         Mill Creek              6220 35.97965
## 561        UCSC       MCR         Mill Creek              6220 35.97965
## 562        UCSC       MCR         Mill Creek              6220 35.97965
## 563        UCSC       MCR         Mill Creek              6220 35.97965
## 564        UCSC       MCR         Mill Creek              6220 35.97965
## 565        UCSC       MCR         Mill Creek              6220 35.97965
## 566        UCSC       MCR         Mill Creek              6220 35.97965
## 567        UCSC       MCR         Mill Creek              6220 35.97965
## 568        UCSC       MCR         Mill Creek              6220 35.97965
## 569        UCSC       MCR         Mill Creek              6220 35.97965
## 570        UCSC       MCR         Mill Creek              6220 35.97965
## 571        UCSC       MCR         Mill Creek              6220 35.97965
## 572        UCSC       MCR         Mill Creek              6220 35.97965
## 573        UCSC       MCR         Mill Creek              6220 35.97965
## 574        UCSC       MCR         Mill Creek              6220 35.97965
## 575        UCSC       MCR         Mill Creek              6220 35.97965
## 576        UCSC       MCR         Mill Creek              6220 35.97965
## 577        UCSC       MCR         Mill Creek              6220 35.97965
## 578        UCSC       MCR         Mill Creek              6220 35.97965
## 579        UCSC       MCR         Mill Creek              6220 35.97965
## 580        UCSC       MCR         Mill Creek              6220 35.97965
## 581        UCSC       MCR         Mill Creek              6220 35.97965
## 582        UCSC       MCR         Mill Creek              6220 35.97965
## 583        UCSC       MCR         Mill Creek              6220 35.97965
## 584        UCSC       MCR         Mill Creek              6220 35.97965
## 585        UCSC       MCR         Mill Creek              6220 35.97965
## 586        UCSC       MCR         Mill Creek              6220 35.97965
## 587        UCSC       MCR         Mill Creek              6220 35.97965
## 588        UCSC       MCR         Mill Creek              6220 35.97965
## 589        UCSC       MCR         Mill Creek              6220 35.97965
## 590        UCSC       MCR         Mill Creek              6220 35.97965
## 591        UCSC       MCR         Mill Creek              6220 35.97965
## 592        UCSC       MCR         Mill Creek              6220 35.97965
## 593        UCSC       MCR         Mill Creek              6220 35.97965
## 594        UCSC       MCR         Mill Creek              6220 35.97965
## 595        UCSC       MCR         Mill Creek              6220 35.97965
## 596        UCSC       MCR         Mill Creek              6220 35.97965
## 597        UCSC       MCR         Mill Creek              6220 35.97965
## 598        UCSC       MCR         Mill Creek              6220 35.97965
## 599        UCSC       MCR         Mill Creek              6220 35.97965
## 600        UCSC       MCR         Mill Creek              6220 35.97965
## 601        UCSC       MCR         Mill Creek              6220 35.97965
## 602        UCSC       MCR         Mill Creek              6220 35.97965
## 603        UCSC       MCR         Mill Creek              6220 35.97965
## 604        UCSC       MCR         Mill Creek              6220 35.97965
## 605        UCSC       MOL      Andrew Molera              6190 36.28061
## 606        UCSC       MOL      Andrew Molera              6190 36.28061
## 607        UCSC       MOL      Andrew Molera              6190 36.28061
## 608        UCSC       MOL      Andrew Molera              6190 36.28061
## 609        UCSC       MOL      Andrew Molera              6190 36.28061
## 610        UCSC       MOL      Andrew Molera              6190 36.28061
## 611        UCSC       MOL      Andrew Molera              6190 36.28061
## 612        UCSC       MOL      Andrew Molera              6190 36.28061
## 613        UCSC       MOL      Andrew Molera              6190 36.28061
## 614        UCSC       MOL      Andrew Molera              6190 36.28061
## 615        UCSC       MOL      Andrew Molera              6190 36.28061
## 616        UCSC       MOL      Andrew Molera              6190 36.28061
## 617        UCSC       MOL      Andrew Molera              6190 36.28061
## 618        UCSC       MOL      Andrew Molera              6190 36.28061
## 619        UCSC       MOL      Andrew Molera              6190 36.28061
## 620        UCSC       MOL      Andrew Molera              6190 36.28061
## 621        UCSC       MOL      Andrew Molera              6190 36.28061
## 622        UCSC       MOL      Andrew Molera              6190 36.28061
## 623        UCSC       MOL      Andrew Molera              6190 36.28061
## 624        UCSC       MOL      Andrew Molera              6190 36.28061
## 625        UCSC       MOL      Andrew Molera              6190 36.28061
## 626        UCSC       MOL      Andrew Molera              6190 36.28061
## 627        UCSC       MOL      Andrew Molera              6190 36.28061
## 628        UCSC       MOL      Andrew Molera              6190 36.28061
## 629        UCSC       MOL      Andrew Molera              6190 36.28061
## 630        UCSC       MOL      Andrew Molera              6190 36.28061
## 631        UCSC       MOL      Andrew Molera              6190 36.28061
## 632        UCSC       MOL      Andrew Molera              6190 36.28061
## 633        UCSC       MOL      Andrew Molera              6190 36.28061
## 634        UCSC       MOL      Andrew Molera              6190 36.28061
## 635        UCSC       MOL      Andrew Molera              6190 36.28061
## 636        UCSC       MOL      Andrew Molera              6190 36.28061
## 637        UCSC       MOL      Andrew Molera              6190 36.28061
## 638        UCSC       MOL      Andrew Molera              6190 36.28061
## 639        UCSC       MOL      Andrew Molera              6190 36.28061
## 640        UCSC       MOL      Andrew Molera              6190 36.28061
## 641        UCSC       MOL      Andrew Molera              6190 36.28061
## 642        UCSC       MOL      Andrew Molera              6190 36.28061
## 643        UCSC       MOL      Andrew Molera              6190 36.28061
## 644        UCSC       MOL      Andrew Molera              6190 36.28061
## 645        UCSC       MOL      Andrew Molera              6190 36.28061
## 646        UCSC       MOL      Andrew Molera              6190 36.28061
## 647        UCSC       MOL      Andrew Molera              6190 36.28061
## 648        UCSC       MOL      Andrew Molera              6190 36.28061
## 649        UCSC       MOL      Andrew Molera              6190 36.28061
## 650        UCSC       MOL      Andrew Molera              6190 36.28061
## 651        UCSC       MOL      Andrew Molera              6190 36.28061
## 652        UCSC       MOL      Andrew Molera              6190 36.28061
## 653        UCSC       MOL      Andrew Molera              6190 36.28061
## 654        UCSC       MOL      Andrew Molera              6190 36.28061
## 655        UCSC       MOL      Andrew Molera              6190 36.28061
## 656        UCSC       MOL      Andrew Molera              6190 36.28061
## 657        UCSC       MOL      Andrew Molera              6190 36.28061
## 658        UCSC       MOL      Andrew Molera              6190 36.28061
## 659        UCSC       MOL      Andrew Molera              6190 36.28061
## 660        UCSC       MOL      Andrew Molera              6190 36.28061
## 661        UCSC       MOL      Andrew Molera              6190 36.28061
## 662        UCSC       MOL      Andrew Molera              6190 36.28061
## 663        UCSC       MOL      Andrew Molera              6190 36.28061
## 664        UCSC       MOL      Andrew Molera              6190 36.28061
## 665        UCSC       MOL      Andrew Molera              6190 36.28061
## 666        UCSC       MOL      Andrew Molera              6190 36.28061
## 667        UCSC       MOL      Andrew Molera              6190 36.28061
## 668        UCSC       MOL      Andrew Molera              6190 36.28061
## 669        UCSC       MOL      Andrew Molera              6190 36.28061
## 670        UCSC       MOL      Andrew Molera              6190 36.28061
## 671        UCSC       MOL      Andrew Molera              6190 36.28061
## 672        UCSC       MOL      Andrew Molera              6190 36.28061
## 673        UCSC       MOL      Andrew Molera              6190 36.28061
## 674        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 675        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 676        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 677        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 678        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 679        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 680        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 681        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 682        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 683        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 684        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 685        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 686        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 687        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 688        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 689        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 690        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 691        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 692        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 693        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 694        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 695        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 696        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 697        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 698        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 699        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 700        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 701        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 702        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 703        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 704        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 705        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 706        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 707        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 708        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 709        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 710        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 711        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 712        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 713        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 714        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 715        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 716        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 717        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 718        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 719        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 720        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 721        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 722        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 723        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 724        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 725        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 726        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 727        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 728        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 729        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 730        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 731        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 732        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 733        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 734        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 735        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 736        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 737        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 738        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 739        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 740        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 741        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 742        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 743        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 744        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 745        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 746        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 747        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 748        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 749        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 750        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 751        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 752        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 753        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 754        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 755        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 756        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 757        UCLA      MUSH      Mussel Shoals              6500 34.35548
## 758        UCSC       OCC            Occulto              6350 34.88122
## 759        UCSC       OCC            Occulto              6350 34.88122
## 760        UCSC       OCC            Occulto              6350 34.88122
## 761        UCSC       OCC            Occulto              6350 34.88122
## 762        UCSC       OCC            Occulto              6350 34.88122
## 763        UCSC       OCC            Occulto              6350 34.88122
## 764        UCSC       OCC            Occulto              6350 34.88122
## 765        UCSC       OCC            Occulto              6350 34.88122
## 766        UCSC       OCC            Occulto              6350 34.88122
## 767        UCSC       OCC            Occulto              6350 34.88122
## 768        UCSC       OCC            Occulto              6350 34.88122
## 769        UCSC       OCC            Occulto              6350 34.88122
## 770        UCSC       OCC            Occulto              6350 34.88122
## 771        UCSC       OCC            Occulto              6350 34.88122
## 772        UCSC       OCC            Occulto              6350 34.88122
## 773        UCSC       OCC            Occulto              6350 34.88122
## 774        UCSC       OCC            Occulto              6350 34.88122
## 775        UCSC       OCC            Occulto              6350 34.88122
## 776        UCSC       OCC            Occulto              6350 34.88122
## 777        UCSC       OCC            Occulto              6350 34.88122
## 778        UCSC       OCC            Occulto              6350 34.88122
## 779        UCSC       OCC            Occulto              6350 34.88122
## 780        UCSC       OCC            Occulto              6350 34.88122
## 781        UCSC       OCC            Occulto              6350 34.88122
## 782        UCSC       OCC            Occulto              6350 34.88122
## 783        UCSC       OCC            Occulto              6350 34.88122
## 784        UCSC       OCC            Occulto              6350 34.88122
## 785        UCSC       OCC            Occulto              6350 34.88122
## 786        UCSC       OCC            Occulto              6350 34.88122
## 787        UCSC       OCC            Occulto              6350 34.88122
## 788        UCSC       OCC            Occulto              6350 34.88122
## 789        UCSC       OCC            Occulto              6350 34.88122
## 790        UCSC       OCC            Occulto              6350 34.88122
## 791        UCSC       OCC            Occulto              6350 34.88122
## 792        UCSC       OCC            Occulto              6350 34.88122
## 793        UCSC       OCC            Occulto              6350 34.88122
## 794        UCSC       OCC            Occulto              6350 34.88122
## 795        UCSC       OCC            Occulto              6350 34.88122
## 796        UCSC       OCC            Occulto              6350 34.88122
## 797        UCSC       OCC            Occulto              6350 34.88122
## 798        UCSC       OCC            Occulto              6350 34.88122
## 799        UCSC       OCC            Occulto              6350 34.88122
## 800        UCSC       OCC            Occulto              6350 34.88122
## 801        UCSC       OCC            Occulto              6350 34.88122
## 802        UCSC       OCC            Occulto              6350 34.88122
## 803        UCSC       OCC            Occulto              6350 34.88122
## 804        UCSC       OCC            Occulto              6350 34.88122
## 805        UCSC       OCC            Occulto              6350 34.88122
## 806        UCSC       OCC            Occulto              6350 34.88122
## 807        UCSC       OCC            Occulto              6350 34.88122
## 808        UCSC       OCC            Occulto              6350 34.88122
## 809        SSSC      PIRA       Pirates Cove              1740 56.98661
## 810        SSSC      PIRA       Pirates Cove              1740 56.98661
## 811        SSSC      PIRA       Pirates Cove              1740 56.98661
## 812        SSSC      PIRA       Pirates Cove              1740 56.98661
## 813        SSSC      PIRA       Pirates Cove              1740 56.98661
## 814        SSSC      PIRA       Pirates Cove              1740 56.98661
## 815        SSSC      PIRA       Pirates Cove              1740 56.98661
## 816        SSSC      PIRA       Pirates Cove              1740 56.98661
## 817        SSSC      PIRA       Pirates Cove              1740 56.98661
## 818        SSSC      PIRA       Pirates Cove              1740 56.98661
## 819        SSSC      PIRA       Pirates Cove              1740 56.98661
## 820        SSSC      PIRA       Pirates Cove              1740 56.98661
## 821        SSSC      PIRA       Pirates Cove              1740 56.98661
## 822        SSSC      PIRA       Pirates Cove              1740 56.98661
## 823        SSSC      PIRA       Pirates Cove              1740 56.98661
## 824        SSSC      PIRA       Pirates Cove              1740 56.98661
## 825        SSSC      PIRA       Pirates Cove              1740 56.98661
## 826        SSSC      PIRA       Pirates Cove              1740 56.98661
## 827        SSSC      PIRA       Pirates Cove              1740 56.98661
## 828        SSSC      PIRA       Pirates Cove              1740 56.98661
## 829        SSSC      PIRA       Pirates Cove              1740 56.98661
## 830        SSSC      PIRA       Pirates Cove              1740 56.98661
## 831        SSSC      PIRA       Pirates Cove              1740 56.98661
## 832        SSSC      PIRA       Pirates Cove              1740 56.98661
## 833        SSSC      PIRA       Pirates Cove              1740 56.98661
## 834        SSSC      PIRA       Pirates Cove              1740 56.98661
## 835        SSSC      PIRA       Pirates Cove              1740 56.98661
## 836        SSSC      PIRA       Pirates Cove              1740 56.98661
## 837        SSSC      PIRA       Pirates Cove              1740 56.98661
## 838        SSSC      PIRA       Pirates Cove              1740 56.98661
## 839        SSSC      PIRA       Pirates Cove              1740 56.98661
## 840        SSSC      PIRA       Pirates Cove              1740 56.98661
## 841        UCSC       SCT        Scott Creek              6030 37.04425
## 842        UCSC       SCT        Scott Creek              6030 37.04425
## 843        UCSC       SCT        Scott Creek              6030 37.04425
## 844        UCSC       SCT        Scott Creek              6030 37.04425
## 845        UCSC       SCT        Scott Creek              6030 37.04425
## 846        UCSC       SCT        Scott Creek              6030 37.04425
## 847        UCSC       SCT        Scott Creek              6030 37.04425
## 848        UCSC       SCT        Scott Creek              6030 37.04425
## 849        UCSC       SCT        Scott Creek              6030 37.04425
## 850        UCSC       SCT        Scott Creek              6030 37.04425
## 851        UCSC       SCT        Scott Creek              6030 37.04425
## 852        UCSC       SCT        Scott Creek              6030 37.04425
## 853        UCSC       SCT        Scott Creek              6030 37.04425
## 854        UCSC       SCT        Scott Creek              6030 37.04425
## 855        UCSC       SCT        Scott Creek              6030 37.04425
## 856        UCSC       SCT        Scott Creek              6030 37.04425
## 857        UCSC       SCT        Scott Creek              6030 37.04425
## 858        UCSC       SCT        Scott Creek              6030 37.04425
## 859        UCSC       SCT        Scott Creek              6030 37.04425
## 860        UCSC       SCT        Scott Creek              6030 37.04425
## 861        UCSC       SCT        Scott Creek              6030 37.04425
## 862        UCSC       SCT        Scott Creek              6030 37.04425
## 863        UCSC       SCT        Scott Creek              6030 37.04425
## 864        UCSC       SCT        Scott Creek              6030 37.04425
## 865        UCSC       SCT        Scott Creek              6030 37.04425
## 866        UCSC       SCT        Scott Creek              6030 37.04425
## 867        UCSC       SCT        Scott Creek              6030 37.04425
## 868        UCSC       SCT        Scott Creek              6030 37.04425
## 869        UCSC       SCT        Scott Creek              6030 37.04425
## 870        UCSC       SCT        Scott Creek              6030 37.04425
## 871        UCSC       SCT        Scott Creek              6030 37.04425
## 872        UCSC       SCT        Scott Creek              6030 37.04425
## 873        UCSC       SCT        Scott Creek              6030 37.04425
## 874        UCSC       SCT        Scott Creek              6030 37.04425
## 875        UCSC       SCT        Scott Creek              6030 37.04425
## 876        UCSC       SCT        Scott Creek              6030 37.04425
## 877        UCSC       SCT        Scott Creek              6030 37.04425
## 878        UCSC       SCT        Scott Creek              6030 37.04425
## 879        UCSC       SCT        Scott Creek              6030 37.04425
## 880        UCSC       SCT        Scott Creek              6030 37.04425
## 881        UCSC       SCT        Scott Creek              6030 37.04425
## 882        UCSC       SCT        Scott Creek              6030 37.04425
## 883        UCSC       SCT        Scott Creek              6030 37.04425
## 884        UCSC       SCT        Scott Creek              6030 37.04425
## 885        UCSC       SCT        Scott Creek              6030 37.04425
## 886        UCSC       SCT        Scott Creek              6030 37.04425
## 887        UCSC       SCT        Scott Creek              6030 37.04425
## 888        UCSC       SCT        Scott Creek              6030 37.04425
## 889        UCSC       SCT        Scott Creek              6030 37.04425
## 890        UCSC       SCT        Scott Creek              6030 37.04425
## 891        UCSC       SCT        Scott Creek              6030 37.04425
## 892        UCSC       SCT        Scott Creek              6030 37.04425
## 893        UCSC       SCT        Scott Creek              6030 37.04425
## 894        UCSC       SCT        Scott Creek              6030 37.04425
## 895        UCSC       SCT        Scott Creek              6030 37.04425
## 896        UCSC       SCT        Scott Creek              6030 37.04425
## 897        UCSC       SCT        Scott Creek              6030 37.04425
## 898        UCSC       SCT        Scott Creek              6030 37.04425
## 899        UCSC       SCT        Scott Creek              6030 37.04425
## 900        UCSC       SCT        Scott Creek              6030 37.04425
## 901        UCSC       SCT        Scott Creek              6030 37.04425
## 902        UCSC       SCT        Scott Creek              6030 37.04425
## 903        UCSC       SCT        Scott Creek              6030 37.04425
## 904        UCSC       SCT        Scott Creek              6030 37.04425
## 905        UCSC       SCT        Scott Creek              6030 37.04425
## 906        UCSC       SCT        Scott Creek              6030 37.04425
## 907        UCSC       SCT        Scott Creek              6030 37.04425
## 908        UCSC       SCT        Scott Creek              6030 37.04425
## 909        UCSC       SCT        Scott Creek              6030 37.04425
## 910        UCSC       SCT        Scott Creek              6030 37.04425
## 911        UCSC       SCT        Scott Creek              6030 37.04425
## 912        UCSC       SCT        Scott Creek              6030 37.04425
## 913        UCSC       SCT        Scott Creek              6030 37.04425
## 914        UCSC       SCT        Scott Creek              6030 37.04425
## 915        UCSC       SCT        Scott Creek              6030 37.04425
## 916        UCSC       SCT        Scott Creek              6030 37.04425
## 917        UCSC       SCT        Scott Creek              6030 37.04425
## 918        UCSC       SCT        Scott Creek              6030 37.04425
## 919        UCSC       SCT        Scott Creek              6030 37.04425
## 920        UCSC       SCT        Scott Creek              6030 37.04425
## 921        UCSC       SCT        Scott Creek              6030 37.04425
## 922        UCSC       SCT        Scott Creek              6030 37.04425
## 923        UCSC       SCT        Scott Creek              6030 37.04425
## 924        UCSC       SCT        Scott Creek              6030 37.04425
## 925        UCSC       SEA          Sea Ranch              5150 38.73050
## 926        UCSC       SEA          Sea Ranch              5150 38.73050
## 927        UCSC       SEA          Sea Ranch              5150 38.73050
## 928        UCSC       SEA          Sea Ranch              5150 38.73050
## 929        UCSC       SEA          Sea Ranch              5150 38.73050
## 930        UCSC       SEA          Sea Ranch              5150 38.73050
## 931        UCSC       SEA          Sea Ranch              5150 38.73050
## 932        UCSC       SEA          Sea Ranch              5150 38.73050
## 933        UCSC       SEA          Sea Ranch              5150 38.73050
## 934        UCSC       SEA          Sea Ranch              5150 38.73050
## 935        UCSC       SEA          Sea Ranch              5150 38.73050
## 936        UCSC       SEA          Sea Ranch              5150 38.73050
## 937        UCSC       SEA          Sea Ranch              5150 38.73050
## 938        UCSC       SEA          Sea Ranch              5150 38.73050
## 939        UCSC       SEA          Sea Ranch              5150 38.73050
## 940        UCSC       SEA          Sea Ranch              5150 38.73050
## 941        UCSC       SEA          Sea Ranch              5150 38.73050
## 942        UCSC       SEA          Sea Ranch              5150 38.73050
## 943        UCSC       SEA          Sea Ranch              5150 38.73050
## 944        UCSC       SEA          Sea Ranch              5150 38.73050
## 945        UCSC       SEA          Sea Ranch              5150 38.73050
## 946        UCSC       SEA          Sea Ranch              5150 38.73050
## 947        UCSC       SEA          Sea Ranch              5150 38.73050
## 948        UCSC       SEA          Sea Ranch              5150 38.73050
## 949        UCSC       SEA          Sea Ranch              5150 38.73050
## 950        UCSC       SEA          Sea Ranch              5150 38.73050
## 951        UCSC       SEA          Sea Ranch              5150 38.73050
## 952        UCSC       SEA          Sea Ranch              5150 38.73050
## 953        UCSC       SEA          Sea Ranch              5150 38.73050
## 954        UCSC       SEA          Sea Ranch              5150 38.73050
## 955        UCSC       SEA          Sea Ranch              5150 38.73050
## 956        UCSC       SEA          Sea Ranch              5150 38.73050
## 957        UCSC       SEA          Sea Ranch              5150 38.73050
## 958        UCSC       SEA          Sea Ranch              5150 38.73050
## 959        UCSC       SEA          Sea Ranch              5150 38.73050
## 960        UCSC       SEA          Sea Ranch              5150 38.73050
## 961        UCSC       SEA          Sea Ranch              5150 38.73050
## 962        UCSC       SEA          Sea Ranch              5150 38.73050
## 963        UCSC       SEA          Sea Ranch              5150 38.73050
## 964        UCSC       SEA          Sea Ranch              5150 38.73050
## 965        UCSC       SEA          Sea Ranch              5150 38.73050
## 966        UCSC       SEA          Sea Ranch              5150 38.73050
## 967        UCSC       SEA          Sea Ranch              5150 38.73050
## 968        UCSC       SEA          Sea Ranch              5150 38.73050
## 969        UCSC       SEA          Sea Ranch              5150 38.73050
## 970        UCSC       SEA          Sea Ranch              5150 38.73050
## 971        UCSC       SEA          Sea Ranch              5150 38.73050
## 972        UCSC       SEA          Sea Ranch              5150 38.73050
## 973        UCSC       SEA          Sea Ranch              5150 38.73050
## 974        UCSC       SEA          Sea Ranch              5150 38.73050
## 975        UCSC       SEA          Sea Ranch              5150 38.73050
## 976        UCSC       SEA          Sea Ranch              5150 38.73050
## 977        UCSC       SEA          Sea Ranch              5150 38.73050
## 978        UCSC       SEA          Sea Ranch              5150 38.73050
## 979        UCSC       SEA          Sea Ranch              5150 38.73050
## 980        UCSC       SEA          Sea Ranch              5150 38.73050
## 981        UCSC       SEA          Sea Ranch              5150 38.73050
## 982        UCSC       SEA          Sea Ranch              5150 38.73050
## 983        UCSC       SEA          Sea Ranch              5150 38.73050
## 984        UCSC       SEA          Sea Ranch              5150 38.73050
## 985        UCSC       SEA          Sea Ranch              5150 38.73050
## 986        UCSC       SEA          Sea Ranch              5150 38.73050
## 987        UCSC       SEA          Sea Ranch              5150 38.73050
## 988        UCSC       SEA          Sea Ranch              5150 38.73050
## 989        UCSC       SEA          Sea Ranch              5150 38.73050
## 990        CSUF      SHCO         Shaws Cove              6680 33.54477
## 991        CSUF      SHCO         Shaws Cove              6680 33.54477
## 992        CSUF      SHCO         Shaws Cove              6680 33.54477
## 993        CSUF      SHCO         Shaws Cove              6680 33.54477
## 994        CSUF      SHCO         Shaws Cove              6680 33.54477
## 995        CSUF      SHCO         Shaws Cove              6680 33.54477
## 996        CSUF      SHCO         Shaws Cove              6680 33.54477
## 997        CSUF      SHCO         Shaws Cove              6680 33.54477
## 998        CSUF      SHCO         Shaws Cove              6680 33.54477
## 999        CSUF      SHCO         Shaws Cove              6680 33.54477
## 1000       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1001       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1002       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1003       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1004       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1005       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1006       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1007       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1008       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1009       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1010       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1011       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1012       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1013       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1014       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1015       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1016       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1017       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1018       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1019       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1020       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1021       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1022       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1023       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1024       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1025       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1026       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1027       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1028       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1029       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1030       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1031       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1032       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1033       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1034       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1035       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1036       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1037       UCSB      SHCO         Shaws Cove              6680 33.54477
## 1038       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1039       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1040       CSUF      SHCO         Shaws Cove              6680 33.54477
## 1041       UCSC       SWC         Stillwater              6130 36.56087
## 1042       UCSC       SWC         Stillwater              6130 36.56087
## 1043       UCSC       SWC         Stillwater              6130 36.56087
## 1044       UCSC       SWC         Stillwater              6130 36.56087
## 1045       UCSC       SWC         Stillwater              6130 36.56087
## 1046       UCSC       SWC         Stillwater              6130 36.56087
## 1047       UCSC       SWC         Stillwater              6130 36.56087
## 1048       UCSC       SWC         Stillwater              6130 36.56087
## 1049       UCSC       SWC         Stillwater              6130 36.56087
## 1050       UCSC       SWC         Stillwater              6130 36.56087
## 1051       UCSC       SWC         Stillwater              6130 36.56087
## 1052       UCSC       SWC         Stillwater              6130 36.56087
## 1053       UCSC       SWC         Stillwater              6130 36.56087
## 1054       UCSC       SWC         Stillwater              6130 36.56087
## 1055       UCSC       SWC         Stillwater              6130 36.56087
## 1056       UCSC       SWC         Stillwater              6130 36.56087
## 1057       UCSC       SWC         Stillwater              6130 36.56087
## 1058       UCSC       SWC         Stillwater              6130 36.56087
## 1059       UCSC       SWC         Stillwater              6130 36.56087
## 1060       UCSC       SWC         Stillwater              6130 36.56087
## 1061       UCSC       SWC         Stillwater              6130 36.56087
## 1062       UCSC       SWC         Stillwater              6130 36.56087
## 1063       UCSC       SWC         Stillwater              6130 36.56087
## 1064       UCSC       SWC         Stillwater              6130 36.56087
## 1065       UCSC       SWC         Stillwater              6130 36.56087
## 1066       UCSC       SWC         Stillwater              6130 36.56087
## 1067       UCSC       SWC         Stillwater              6130 36.56087
## 1068       UCSC       SWC         Stillwater              6130 36.56087
## 1069       UCSC       SWC         Stillwater              6130 36.56087
## 1070       UCSC       SWC         Stillwater              6130 36.56087
## 1071       UCSC       SWC         Stillwater              6130 36.56087
## 1072       UCSC       SWC         Stillwater              6130 36.56087
## 1073       UCSC       SWC         Stillwater              6130 36.56087
## 1074       UCSC       SWC         Stillwater              6130 36.56087
## 1075       UCSC       SWC         Stillwater              6130 36.56087
## 1076       UCSC       SWC         Stillwater              6130 36.56087
## 1077       UCSC       SWC         Stillwater              6130 36.56087
## 1078       UCSC       SWC         Stillwater              6130 36.56087
## 1079       UCSC       SWC         Stillwater              6130 36.56087
## 1080       UCSC       SWC         Stillwater              6130 36.56087
## 1081       UCSC       SWC         Stillwater              6130 36.56087
## 1082       UCSC       SWC         Stillwater              6130 36.56087
## 1083       UCSC       SWC         Stillwater              6130 36.56087
## 1084       UCSC       SWC         Stillwater              6130 36.56087
## 1085       UCSC       SWC         Stillwater              6130 36.56087
## 1086       UCSC       SWC         Stillwater              6130 36.56087
## 1087       UCSC       SWC         Stillwater              6130 36.56087
## 1088       UCSC       SWC         Stillwater              6130 36.56087
## 1089       UCSC       SWC         Stillwater              6130 36.56087
## 1090       UCSC       SWC         Stillwater              6130 36.56087
## 1091       UCSC       SWC         Stillwater              6130 36.56087
## 1092       UCSC       SWC         Stillwater              6130 36.56087
## 1093       UCSC       SWC         Stillwater              6130 36.56087
## 1094       UCSC       SWC         Stillwater              6130 36.56087
## 1095       UCSC       SWC         Stillwater              6130 36.56087
## 1096       UCSC       SWC         Stillwater              6130 36.56087
## 1097       UCSC       SWC         Stillwater              6130 36.56087
## 1098       CSUF      TRIS    Treasure Island              6720 33.51335
## 1099       CSUF      TRIS    Treasure Island              6720 33.51335
## 1100       CSUF      TRIS    Treasure Island              6720 33.51335
## 1101       CSUF      TRIS    Treasure Island              6720 33.51335
## 1102       CSUF      TRIS    Treasure Island              6720 33.51335
## 1103       CSUF      TRIS    Treasure Island              6720 33.51335
## 1104       CSUF      TRIS    Treasure Island              6720 33.51335
## 1105       CSUF      TRIS    Treasure Island              6720 33.51335
## 1106       CSUF      TRIS    Treasure Island              6720 33.51335
## 1107       CSUF      TRIS    Treasure Island              6720 33.51335
## 1108       CSUF      TRIS    Treasure Island              6720 33.51335
## 1109       CSUF      TRIS    Treasure Island              6720 33.51335
## 1110       CSUF      TRIS    Treasure Island              6720 33.51335
## 1111       CSUF      TRIS    Treasure Island              6720 33.51335
## 1112       CSUF      TRIS    Treasure Island              6720 33.51335
## 1113       CSUF      TRIS    Treasure Island              6720 33.51335
## 1114       CSUF      TRIS    Treasure Island              6720 33.51335
## 1115       CSUF      TRIS    Treasure Island              6720 33.51335
## 1116       CSUF      TRIS    Treasure Island              6720 33.51335
## 1117       CSUF      TRIS    Treasure Island              6720 33.51335
## 1118       CSUF      TRIS    Treasure Island              6720 33.51335
## 1119       CSUF      TRIS    Treasure Island              6720 33.51335
## 1120       CSUF      TRIS    Treasure Island              6720 33.51335
## 1121       CSUF      TRIS    Treasure Island              6720 33.51335
## 1122       CSUF      TRIS    Treasure Island              6720 33.51335
## 1123       CSUF      TRIS    Treasure Island              6720 33.51335
## 1124       CSUF      TRIS    Treasure Island              6720 33.51335
## 1125       CSUF      TRIS    Treasure Island              6720 33.51335
## 1126       CSUF      TRIS    Treasure Island              6720 33.51335
##      longitude marine_common_season marine_season_code marine_common_year
## 1    -124.1144                  130               SU13               2013
## 2    -124.1144                  130               SU13               2013
## 3    -124.1144                  130               SU13               2013
## 4    -124.1144                  130               SU13               2013
## 5    -124.1144                  130               SU13               2013
## 6    -124.1144                  130               SU13               2013
## 7    -124.1144                  130               SU13               2013
## 8    -124.1144                  130               SU13               2013
## 9    -124.1144                  130               SU13               2013
## 10   -124.1144                  130               SU13               2013
## 11   -124.1144                  130               SU13               2013
## 12   -124.1144                  130               SU13               2013
## 13   -124.1144                  130               SU13               2013
## 14   -124.1144                  134               SU14               2014
## 15   -124.1144                  134               SU14               2014
## 16   -124.1144                  134               SU14               2014
## 17   -124.1144                  134               SU14               2014
## 18   -124.1144                  134               SU14               2014
## 19   -124.1144                  134               SU14               2014
## 20   -124.1144                  134               SU14               2014
## 21   -124.1144                  134               SU14               2014
## 22   -124.1144                  134               SU14               2014
## 23   -124.1144                  134               SU14               2014
## 24   -124.1144                  134               SU14               2014
## 25   -124.1144                  134               SU14               2014
## 26   -124.1144                  134               SU14               2014
## 27   -124.1144                  134               SU14               2014
## 28   -124.1144                  138               SU15               2015
## 29   -124.1144                  138               SU15               2015
## 30   -124.1144                  138               SU15               2015
## 31   -124.1144                  138               SU15               2015
## 32   -124.1144                  138               SU15               2015
## 33   -124.1144                  138               SU15               2015
## 34   -124.1144                  138               SU15               2015
## 35   -124.1144                  138               SU15               2015
## 36   -124.1144                  138               SU15               2015
## 37   -124.1144                  138               SU15               2015
## 38   -124.1144                  138               SU15               2015
## 39   -124.1144                  138               SU15               2015
## 40   -124.1144                  138               SU15               2015
## 41   -124.1144                  138               SU15               2015
## 42   -124.1144                  138               SU15               2015
## 43   -124.1144                  138               SU15               2015
## 44   -124.1144                  138               SU15               2015
## 45   -124.1144                  142               SU16               2016
## 46   -124.1144                  142               SU16               2016
## 47   -124.1144                  142               SU16               2016
## 48   -124.1144                  142               SU16               2016
## 49   -124.1144                  142               SU16               2016
## 50   -124.1144                  142               SU16               2016
## 51   -124.1144                  142               SU16               2016
## 52   -124.1144                  142               SU16               2016
## 53   -124.1144                  142               SU16               2016
## 54   -124.1144                  142               SU16               2016
## 55   -124.1144                  142               SU16               2016
## 56   -124.1144                  142               SU16               2016
## 57   -124.1144                  142               SU16               2016
## 58   -124.1144                  142               SU16               2016
## 59   -124.1144                  142               SU16               2016
## 60   -124.3879                  130               SU13               2013
## 61   -124.3879                  130               SU13               2013
## 62   -124.3879                  130               SU13               2013
## 63   -124.3879                  130               SU13               2013
## 64   -124.3879                  130               SU13               2013
## 65   -124.3879                  130               SU13               2013
## 66   -124.3879                  130               SU13               2013
## 67   -124.3879                  130               SU13               2013
## 68   -124.3879                  130               SU13               2013
## 69   -124.3879                  130               SU13               2013
## 70   -124.3879                  130               SU13               2013
## 71   -124.3879                  130               SU13               2013
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## 723  -119.4407                  137               SP15               2015
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## 888  -122.2349                  137               SP15               2015
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## 898  -122.2349                  139               FA15               2015
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## 912  -122.2349                  141               SP16               2016
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## 925  -123.4886                  130               SU13               2013
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## 990  -117.7994                  129               SP13               2013
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## 1007 -117.7994                  131               FA13               2013
## 1008 -117.7994                  131               FA13               2013
## 1009 -117.7994                  131               FA13               2013
## 1010 -117.7994                  131               FA13               2013
## 1011 -117.7994                  131               FA13               2013
## 1012 -117.7994                  131               FA13               2013
## 1013 -117.7994                  131               FA13               2013
## 1014 -117.7994                  131               FA13               2013
## 1015 -117.7994                  131               FA13               2013
## 1016 -117.7994                  131               FA13               2013
## 1017 -117.7994                  131               FA13               2013
## 1018 -117.7994                  131               FA13               2013
## 1019 -117.7994                  131               FA13               2013
## 1020 -117.7994                  131               FA13               2013
## 1021 -117.7994                  131               FA13               2013
## 1022 -117.7994                  135               FA14               2014
## 1023 -117.7994                  135               FA14               2014
## 1024 -117.7994                  135               FA14               2014
## 1025 -117.7994                  135               FA14               2014
## 1026 -117.7994                  135               FA14               2014
## 1027 -117.7994                  135               FA14               2014
## 1028 -117.7994                  137               SP15               2015
## 1029 -117.7994                  137               SP15               2015
## 1030 -117.7994                  137               SP15               2015
## 1031 -117.7994                  137               SP15               2015
## 1032 -117.7994                  137               SP15               2015
## 1033 -117.7994                  137               SP15               2015
## 1034 -117.7994                  137               SP15               2015
## 1035 -117.7994                  137               SP15               2015
## 1036 -117.7994                  137               SP15               2015
## 1037 -117.7994                  137               SP15               2015
## 1038 -117.7994                  139               FA15               2015
## 1039 -117.7994                  141               SP16               2016
## 1040 -117.7994                  143               FA16               2016
## 1041 -121.9405                  129               SP13               2013
## 1042 -121.9405                  129               SP13               2013
## 1043 -121.9405                  129               SP13               2013
## 1044 -121.9405                  129               SP13               2013
## 1045 -121.9405                  129               SP13               2013
## 1046 -121.9405                  129               SP13               2013
## 1047 -121.9405                  129               SP13               2013
## 1048 -121.9405                  129               SP13               2013
## 1049 -121.9405                  129               SP13               2013
## 1050 -121.9405                  129               SP13               2013
## 1051 -121.9405                  131               FA13               2013
## 1052 -121.9405                  131               FA13               2013
## 1053 -121.9405                  131               FA13               2013
## 1054 -121.9405                  131               FA13               2013
## 1055 -121.9405                  131               FA13               2013
## 1056 -121.9405                  131               FA13               2013
## 1057 -121.9405                  131               FA13               2013
## 1058 -121.9405                  131               FA13               2013
## 1059 -121.9405                  131               FA13               2013
## 1060 -121.9405                  131               FA13               2013
## 1061 -121.9405                  131               FA13               2013
## 1062 -121.9405                  131               FA13               2013
## 1063 -121.9405                  133               SP14               2014
## 1064 -121.9405                  133               SP14               2014
## 1065 -121.9405                  133               SP14               2014
## 1066 -121.9405                  133               SP14               2014
## 1067 -121.9405                  133               SP14               2014
## 1068 -121.9405                  133               SP14               2014
## 1069 -121.9405                  133               SP14               2014
## 1070 -121.9405                  135               FA14               2014
## 1071 -121.9405                  135               FA14               2014
## 1072 -121.9405                  135               FA14               2014
## 1073 -121.9405                  135               FA14               2014
## 1074 -121.9405                  137               SP15               2015
## 1075 -121.9405                  137               SP15               2015
## 1076 -121.9405                  137               SP15               2015
## 1077 -121.9405                  137               SP15               2015
## 1078 -121.9405                  137               SP15               2015
## 1079 -121.9405                  137               SP15               2015
## 1080 -121.9405                  137               SP15               2015
## 1081 -121.9405                  137               SP15               2015
## 1082 -121.9405                  137               SP15               2015
## 1083 -121.9405                  139               FA15               2015
## 1084 -121.9405                  139               FA15               2015
## 1085 -121.9405                  139               FA15               2015
## 1086 -121.9405                  139               FA15               2015
## 1087 -121.9405                  139               FA15               2015
## 1088 -121.9405                  139               FA15               2015
## 1089 -121.9405                  139               FA15               2015
## 1090 -121.9405                  141               SP16               2016
## 1091 -121.9405                  141               SP16               2016
## 1092 -121.9405                  141               SP16               2016
## 1093 -121.9405                  141               SP16               2016
## 1094 -121.9405                  141               SP16               2016
## 1095 -121.9405                  141               SP16               2016
## 1096 -121.9405                  141               SP16               2016
## 1097 -121.9405                  141               SP16               2016
## 1098 -117.7579                  129               SP13               2013
## 1099 -117.7579                  129               SP13               2013
## 1100 -117.7579                  129               SP13               2013
## 1101 -117.7579                  129               SP13               2013
## 1102 -117.7579                  129               SP13               2013
## 1103 -117.7579                  129               SP13               2013
## 1104 -117.7579                  129               SP13               2013
## 1105 -117.7579                  129               SP13               2013
## 1106 -117.7579                  129               SP13               2013
## 1107 -117.7579                  129               SP13               2013
## 1108 -117.7579                  129               SP13               2013
## 1109 -117.7579                  129               SP13               2013
## 1110 -117.7579                  129               SP13               2013
## 1111 -117.7579                  131               FA13               2013
## 1112 -117.7579                  131               FA13               2013
## 1113 -117.7579                  131               FA13               2013
## 1114 -117.7579                  131               FA13               2013
## 1115 -117.7579                  131               FA13               2013
## 1116 -117.7579                  131               FA13               2013
## 1117 -117.7579                  131               FA13               2013
## 1118 -117.7579                  131               FA13               2013
## 1119 -117.7579                  131               FA13               2013
## 1120 -117.7579                  131               FA13               2013
## 1121 -117.7579                  131               FA13               2013
## 1122 -117.7579                  131               FA13               2013
## 1123 -117.7579                  131               FA13               2013
## 1124 -117.7579                  131               FA13               2013
## 1125 -117.7579                  131               FA13               2013
## 1126 -117.7579                  137               SP15               2015
##      season_sequence season_name method_code species_code size_sort_order
## 1                  2      Summer          IP  P.ochraceus               5
## 2                  2      Summer          IP  P.ochraceus               6
## 3                  2      Summer          IP  P.ochraceus               7
## 4                  2      Summer          IP  P.ochraceus               8
## 5                  2      Summer          IP  P.ochraceus               9
## 6                  2      Summer          IP  P.ochraceus              10
## 7                  2      Summer          IP  P.ochraceus              11
## 8                  2      Summer          IP  P.ochraceus              12
## 9                  2      Summer          IP  P.ochraceus              13
## 10                 2      Summer          IP  P.ochraceus              14
## 11                 2      Summer          IP  P.ochraceus              15
## 12                 2      Summer          IP  P.ochraceus              16
## 13                 2      Summer          IP  P.ochraceus              17
## 14                 2      Summer          IP  P.ochraceus               2
## 15                 2      Summer          IP  P.ochraceus               3
## 16                 2      Summer          IP  P.ochraceus               4
## 17                 2      Summer          IP  P.ochraceus               6
## 18                 2      Summer          IP  P.ochraceus               7
## 19                 2      Summer          IP  P.ochraceus               8
## 20                 2      Summer          IP  P.ochraceus               9
## 21                 2      Summer          IP  P.ochraceus              10
## 22                 2      Summer          IP  P.ochraceus              11
## 23                 2      Summer          IP  P.ochraceus              12
## 24                 2      Summer          IP  P.ochraceus              13
## 25                 2      Summer          IP  P.ochraceus              14
## 26                 2      Summer          IP  P.ochraceus              15
## 27                 2      Summer          IP  P.ochraceus              16
## 28                 2      Summer          IP  P.ochraceus               1
## 29                 2      Summer          IP  P.ochraceus               2
## 30                 2      Summer          IP  P.ochraceus               3
## 31                 2      Summer          IP  P.ochraceus               4
## 32                 2      Summer          IP  P.ochraceus               5
## 33                 2      Summer          IP  P.ochraceus               6
## 34                 2      Summer          IP  P.ochraceus               7
## 35                 2      Summer          IP  P.ochraceus               8
## 36                 2      Summer          IP  P.ochraceus               9
## 37                 2      Summer          IP  P.ochraceus              10
## 38                 2      Summer          IP  P.ochraceus              11
## 39                 2      Summer          IP  P.ochraceus              12
## 40                 2      Summer          IP  P.ochraceus              13
## 41                 2      Summer          IP  P.ochraceus              14
## 42                 2      Summer          IP  P.ochraceus              15
## 43                 2      Summer          IP  P.ochraceus              16
## 44                 2      Summer          IP  P.ochraceus              17
## 45                 2      Summer          IP  P.ochraceus               1
## 46                 2      Summer          IP  P.ochraceus               2
## 47                 2      Summer          IP  P.ochraceus               3
## 48                 2      Summer          IP  P.ochraceus               4
## 49                 2      Summer          IP  P.ochraceus               5
## 50                 2      Summer          IP  P.ochraceus               6
## 51                 2      Summer          IP  P.ochraceus               7
## 52                 2      Summer          IP  P.ochraceus               8
## 53                 2      Summer          IP  P.ochraceus               9
## 54                 2      Summer          IP  P.ochraceus              10
## 55                 2      Summer          IP  P.ochraceus              11
## 56                 2      Summer          IP  P.ochraceus              12
## 57                 2      Summer          IP  P.ochraceus              13
## 58                 2      Summer          IP  P.ochraceus              14
## 59                 2      Summer          IP  P.ochraceus              17
## 60                 2      Summer          IP  P.ochraceus               6
## 61                 2      Summer          IP  P.ochraceus               7
## 62                 2      Summer          IP  P.ochraceus               8
## 63                 2      Summer          IP  P.ochraceus               9
## 64                 2      Summer          IP  P.ochraceus              10
## 65                 2      Summer          IP  P.ochraceus              11
## 66                 2      Summer          IP  P.ochraceus              12
## 67                 2      Summer          IP  P.ochraceus              13
## 68                 2      Summer          IP  P.ochraceus              14
## 69                 2      Summer          IP  P.ochraceus              15
## 70                 2      Summer          IP  P.ochraceus              16
## 71                 2      Summer          IP  P.ochraceus              17
## 72                 2      Summer          IP  P.ochraceus              18
## 73                 2      Summer          IP  P.ochraceus              19
## 74                 2      Summer          IP  P.ochraceus               6
## 75                 2      Summer          IP  P.ochraceus               7
## 76                 2      Summer          IP  P.ochraceus               8
## 77                 2      Summer          IP  P.ochraceus               9
## 78                 2      Summer          IP  P.ochraceus              10
## 79                 2      Summer          IP  P.ochraceus              11
## 80                 2      Summer          IP  P.ochraceus              12
## 81                 2      Summer          IP  P.ochraceus              13
## 82                 2      Summer          IP  P.ochraceus              14
## 83                 2      Summer          IP  P.ochraceus              15
## 84                 2      Summer          IP  P.ochraceus              16
## 85                 2      Summer          IP  P.ochraceus              17
## 86                 2      Summer          IP  P.ochraceus              18
## 87                 2      Summer          IP  P.ochraceus              20
## 88                 2      Summer          IP  P.ochraceus               1
## 89                 2      Summer          IP  P.ochraceus               8
## 90                 2      Summer          IP  P.ochraceus               9
## 91                 2      Summer          IP  P.ochraceus              10
## 92                 2      Summer          IP  P.ochraceus              11
## 93                 2      Summer          IP  P.ochraceus              12
## 94                 2      Summer          IP  P.ochraceus              13
## 95                 2      Summer          IP  P.ochraceus              14
## 96                 2      Summer          IP  P.ochraceus              16
## 97                 2      Summer          IP  P.ochraceus               2
## 98                 2      Summer          IP  P.ochraceus               3
## 99                 2      Summer          IP  P.ochraceus               4
## 100                2      Summer          IP  P.ochraceus               5
## 101                2      Summer          IP  P.ochraceus               8
## 102                2      Summer          IP  P.ochraceus               9
## 103                2      Summer          IP  P.ochraceus              10
## 104                2      Summer          IP  P.ochraceus              11
## 105                2      Summer          IP  P.ochraceus              12
## 106                2      Summer          IP  P.ochraceus              13
## 107                2      Summer          IP  P.ochraceus              14
## 108                2      Summer          IP  P.ochraceus              15
## 109                2      Summer          IP  P.ochraceus              17
## 110                1      Spring        GSES  P.ochraceus               5
## 111                1      Spring        GSES  P.ochraceus               6
## 112                1      Spring        GSES  P.ochraceus               7
## 113                1      Spring        GSES  P.ochraceus               8
## 114                1      Spring        GSES  P.ochraceus               9
## 115                1      Spring        GSES  P.ochraceus              10
## 116                1      Spring        GSES  P.ochraceus              11
## 117                1      Spring        GSES  P.ochraceus              12
## 118                1      Spring        GSES  P.ochraceus              13
## 119                1      Spring        GSES  P.ochraceus              14
## 120                1      Spring        GSES  P.ochraceus              15
## 121                1      Spring        GSES  P.ochraceus              16
## 122                1      Spring        GSES  P.ochraceus              17
## 123                1      Spring        GSES  P.ochraceus              18
## 124                1      Spring        GSES  P.ochraceus              19
## 125                1      Spring        GSES  P.ochraceus              20
## 126                3        Fall        GSES  P.ochraceus               4
## 127                3        Fall        GSES  P.ochraceus               5
## 128                3        Fall        GSES  P.ochraceus               6
## 129                3        Fall        GSES  P.ochraceus               7
## 130                3        Fall        GSES  P.ochraceus               8
## 131                3        Fall        GSES  P.ochraceus               9
## 132                3        Fall        GSES  P.ochraceus              10
## 133                3        Fall        GSES  P.ochraceus              11
## 134                3        Fall        GSES  P.ochraceus              12
## 135                3        Fall        GSES  P.ochraceus              13
## 136                3        Fall        GSES  P.ochraceus              14
## 137                3        Fall        GSES  P.ochraceus              15
## 138                3        Fall        GSES  P.ochraceus              16
## 139                3        Fall        GSES  P.ochraceus              17
## 140                3        Fall        GSES  P.ochraceus              20
## 141                1      Spring        GSES  P.ochraceus               8
## 142                1      Spring        GSES  P.ochraceus               9
## 143                1      Spring        GSES  P.ochraceus              11
## 144                1      Spring        GSES  P.ochraceus              12
## 145                1      Spring        GSES  P.ochraceus              13
## 146                1      Spring        GSES  P.ochraceus              14
## 147                1      Spring        GSES  P.ochraceus              15
## 148                3        Fall        GSES  P.ochraceus               8
## 149                3        Fall        GSES  P.ochraceus              10
## 150                3        Fall        GSES  P.ochraceus              11
## 151                3        Fall        GSES  P.ochraceus              13
## 152                1      Spring        GSES  P.ochraceus               5
## 153                1      Spring        GSES  P.ochraceus               6
## 154                1      Spring        GSES  P.ochraceus              10
## 155                1      Spring        GSES  P.ochraceus              11
## 156                1      Spring        GSES  P.ochraceus              12
## 157                1      Spring        GSES  P.ochraceus              13
## 158                1      Spring        GSES  P.ochraceus              14
## 159                1      Spring        GSES  P.ochraceus              15
## 160                1      Spring        GSES  P.ochraceus              15
## 161                1      Spring        GSES  P.ochraceus              16
## 162                1      Spring        GSES  P.ochraceus              19
## 163                3        Fall        GSES  P.ochraceus               9
## 164                3        Fall        GSES  P.ochraceus              15
## 165                1      Spring        GSES  P.ochraceus               3
## 166                1      Spring        GSES  P.ochraceus               5
## 167                1      Spring        GSES  P.ochraceus               6
## 168                1      Spring        GSES  P.ochraceus               7
## 169                1      Spring        GSES  P.ochraceus               8
## 170                1      Spring        GSES  P.ochraceus               9
## 171                3        Fall        GSES  P.ochraceus               5
## 172                3        Fall        GSES  P.ochraceus               6
## 173                3        Fall        GSES  P.ochraceus               8
## 174                2      Summer          IP  P.ochraceus               5
## 175                2      Summer          IP  P.ochraceus               6
## 176                2      Summer          IP  P.ochraceus               7
## 177                2      Summer          IP  P.ochraceus               8
## 178                2      Summer          IP  P.ochraceus               9
## 179                2      Summer          IP  P.ochraceus              10
## 180                2      Summer          IP  P.ochraceus              11
## 181                2      Summer          IP  P.ochraceus              12
## 182                3        Fall          IP  P.ochraceus               6
## 183                3        Fall          IP  P.ochraceus               7
## 184                3        Fall          IP  P.ochraceus               8
## 185                3        Fall          IP  P.ochraceus               9
## 186                3        Fall          IP  P.ochraceus              10
## 187                3        Fall          IP  P.ochraceus              11
## 188                3        Fall          IP  P.ochraceus              12
## 189                3        Fall          IP  P.ochraceus              13
## 190                2      Summer          IP  P.ochraceus               5
## 191                2      Summer          IP  P.ochraceus               6
## 192                2      Summer          IP  P.ochraceus               7
## 193                2      Summer          IP  P.ochraceus               8
## 194                2      Summer          IP  P.ochraceus               9
## 195                2      Summer          IP  P.ochraceus              10
## 196                2      Summer          IP  P.ochraceus              11
## 197                2      Summer          IP  P.ochraceus              12
## 198                2      Summer          IP  P.ochraceus              13
## 199                2      Summer          IP  P.ochraceus              14
## 200                3        Fall          IP  P.ochraceus               7
## 201                3        Fall          IP  P.ochraceus               8
## 202                3        Fall          IP  P.ochraceus               9
## 203                3        Fall          IP  P.ochraceus              10
## 204                3        Fall          IP  P.ochraceus              11
## 205                3        Fall          IP  P.ochraceus              12
## 206                2      Summer          IP  P.ochraceus               2
## 207                2      Summer          IP  P.ochraceus               3
## 208                2      Summer          IP  P.ochraceus               4
## 209                2      Summer          IP  P.ochraceus              10
## 210                2      Summer          IP  P.ochraceus              11
## 211                2      Summer          IP  P.ochraceus              12
## 212                2      Summer          IP  P.ochraceus              13
## 213                2      Summer          IP  P.ochraceus               3
## 214                2      Summer          IP  P.ochraceus               4
## 215                2      Summer          IP  P.ochraceus               5
## 216                2      Summer          IP  P.ochraceus               6
## 217                2      Summer          IP  P.ochraceus               7
## 218                2      Summer          IP  P.ochraceus               8
## 219                2      Summer          IP  P.ochraceus               9
## 220                2      Summer          IP  P.ochraceus              10
## 221                2      Summer          IP  P.ochraceus              11
## 222                2      Summer          IP  P.ochraceus              12
## 223                2      Summer          IP  P.ochraceus              13
## 224                3        Fall          IP  P.ochraceus               3
## 225                3        Fall          IP  P.ochraceus               4
## 226                3        Fall          IP  P.ochraceus               5
## 227                3        Fall          IP  P.ochraceus               6
## 228                3        Fall          IP  P.ochraceus               7
## 229                3        Fall          IP  P.ochraceus               8
## 230                3        Fall          IP  P.ochraceus               9
## 231                3        Fall          IP  P.ochraceus              10
## 232                3        Fall          IP  P.ochraceus              11
## 233                3        Fall          IP  P.ochraceus              12
## 234                2      Summer          IP  P.ochraceus               3
## 235                2      Summer          IP  P.ochraceus               4
## 236                2      Summer          IP  P.ochraceus               5
## 237                2      Summer          IP  P.ochraceus               6
## 238                2      Summer          IP  P.ochraceus               7
## 239                2      Summer          IP  P.ochraceus               8
## 240                2      Summer          IP  P.ochraceus               9
## 241                2      Summer          IP  P.ochraceus              10
## 242                2      Summer          IP  P.ochraceus              11
## 243                2      Summer          IP  P.ochraceus              12
## 244                2      Summer          IP  P.ochraceus              13
## 245                2      Summer          IP  P.ochraceus              14
## 246                2      Summer          IP  P.ochraceus              15
## 247                2      Summer          IP  P.ochraceus              16
## 248                2      Summer          IP  P.ochraceus              17
## 249                2      Summer          IP  P.ochraceus              19
## 250                3        Fall          IP  P.ochraceus               3
## 251                3        Fall          IP  P.ochraceus               4
## 252                3        Fall          IP  P.ochraceus               5
## 253                3        Fall          IP  P.ochraceus               6
## 254                3        Fall          IP  P.ochraceus               7
## 255                3        Fall          IP  P.ochraceus               8
## 256                3        Fall          IP  P.ochraceus               9
## 257                3        Fall          IP  P.ochraceus              10
## 258                3        Fall          IP  P.ochraceus              11
## 259                3        Fall          IP  P.ochraceus              12
## 260                3        Fall          IP  P.ochraceus              13
## 261                3        Fall          IP  P.ochraceus              14
## 262                3        Fall          IP  P.ochraceus              15
## 263                2      Summer          IP  P.ochraceus               3
## 264                2      Summer          IP  P.ochraceus               4
## 265                2      Summer          IP  P.ochraceus               5
## 266                2      Summer          IP  P.ochraceus               6
## 267                2      Summer          IP  P.ochraceus               7
## 268                2      Summer          IP  P.ochraceus               8
## 269                2      Summer          IP  P.ochraceus               9
## 270                2      Summer          IP  P.ochraceus              10
## 271                2      Summer          IP  P.ochraceus              11
## 272                2      Summer          IP  P.ochraceus              12
## 273                2      Summer          IP  P.ochraceus              13
## 274                2      Summer          IP  P.ochraceus              14
## 275                2      Summer          IP  P.ochraceus              15
## 276                2      Summer          IP  P.ochraceus              16
## 277                3        Fall          IP  P.ochraceus               4
## 278                3        Fall          IP  P.ochraceus               5
## 279                3        Fall          IP  P.ochraceus               6
## 280                3        Fall          IP  P.ochraceus               7
## 281                3        Fall          IP  P.ochraceus               8
## 282                3        Fall          IP  P.ochraceus               9
## 283                3        Fall          IP  P.ochraceus              10
## 284                3        Fall          IP  P.ochraceus              11
## 285                3        Fall          IP  P.ochraceus              12
## 286                3        Fall          IP  P.ochraceus              15
## 287                3        Fall          IP  P.ochraceus              16
## 288                3        Fall          IP  P.ochraceus              19
## 289                3        Fall          IP  P.ochraceus              20
## 290                3        Fall          IP  P.ochraceus              21
## 291                2      Summer          IP  P.ochraceus               1
## 292                2      Summer          IP  P.ochraceus               2
## 293                2      Summer          IP  P.ochraceus               3
## 294                2      Summer          IP  P.ochraceus               4
## 295                2      Summer          IP  P.ochraceus               5
## 296                2      Summer          IP  P.ochraceus               6
## 297                2      Summer          IP  P.ochraceus               7
## 298                2      Summer          IP  P.ochraceus               8
## 299                2      Summer          IP  P.ochraceus               9
## 300                2      Summer          IP  P.ochraceus              10
## 301                2      Summer          IP  P.ochraceus              11
## 302                2      Summer          IP  P.ochraceus              12
## 303                2      Summer          IP  P.ochraceus              13
## 304                3        Fall          IP  P.ochraceus               1
## 305                3        Fall          IP  P.ochraceus               2
## 306                3        Fall          IP  P.ochraceus               3
## 307                3        Fall          IP  P.ochraceus               4
## 308                3        Fall          IP  P.ochraceus               5
## 309                3        Fall          IP  P.ochraceus               6
## 310                3        Fall          IP  P.ochraceus               7
## 311                3        Fall          IP  P.ochraceus               8
## 312                3        Fall          IP  P.ochraceus               9
## 313                3        Fall          IP  P.ochraceus              10
## 314                3        Fall          IP  P.ochraceus              11
## 315                3        Fall          IP  P.ochraceus              12
## 316                3        Fall          IP  P.ochraceus              13
## 317                3        Fall          IP  P.ochraceus              14
## 318                3        Fall          IP  P.ochraceus              15
## 319                2      Summer          IP  P.ochraceus               1
## 320                2      Summer          IP  P.ochraceus               2
## 321                2      Summer          IP  P.ochraceus               3
## 322                2      Summer          IP  P.ochraceus               4
## 323                2      Summer          IP  P.ochraceus               5
## 324                2      Summer          IP  P.ochraceus               6
## 325                2      Summer          IP  P.ochraceus               7
## 326                2      Summer          IP  P.ochraceus               8
## 327                2      Summer          IP  P.ochraceus               9
## 328                2      Summer          IP  P.ochraceus              10
## 329                2      Summer          IP  P.ochraceus              11
## 330                2      Summer          IP  P.ochraceus              13
## 331                2      Summer          IP  P.ochraceus              14
## 332                2      Summer          IP  P.ochraceus              15
## 333                2      Summer          IP  P.ochraceus              21
## 334                3        Fall          IP  P.ochraceus               1
## 335                3        Fall          IP  P.ochraceus               2
## 336                3        Fall          IP  P.ochraceus               3
## 337                3        Fall          IP  P.ochraceus               4
## 338                3        Fall          IP  P.ochraceus               5
## 339                3        Fall          IP  P.ochraceus               6
## 340                3        Fall          IP  P.ochraceus               7
## 341                3        Fall          IP  P.ochraceus               8
## 342                3        Fall          IP  P.ochraceus               9
## 343                3        Fall          IP  P.ochraceus              10
## 344                3        Fall          IP  P.ochraceus              11
## 345                3        Fall          IP  P.ochraceus              12
## 346                3        Fall          IP  P.ochraceus              13
## 347                3        Fall          IP  P.ochraceus              14
## 348                3        Fall          IP  P.ochraceus              15
## 349                3        Fall          IP  P.ochraceus              16
## 350                3        Fall          IP  P.ochraceus              17
## 351                3        Fall          IP  P.ochraceus              19
## 352                2      Summer          IP  P.ochraceus               4
## 353                2      Summer          IP  P.ochraceus               5
## 354                2      Summer          IP  P.ochraceus               6
## 355                2      Summer          IP  P.ochraceus               7
## 356                2      Summer          IP  P.ochraceus               8
## 357                2      Summer          IP  P.ochraceus               9
## 358                2      Summer          IP  P.ochraceus              10
## 359                2      Summer          IP  P.ochraceus              11
## 360                2      Summer          IP  P.ochraceus              12
## 361                2      Summer          IP  P.ochraceus              13
## 362                3        Fall          IP  P.ochraceus               5
## 363                3        Fall          IP  P.ochraceus               6
## 364                3        Fall          IP  P.ochraceus               7
## 365                3        Fall          IP  P.ochraceus               8
## 366                3        Fall          IP  P.ochraceus               9
## 367                3        Fall          IP  P.ochraceus              10
## 368                3        Fall          IP  P.ochraceus              11
## 369                3        Fall          IP  P.ochraceus              12
## 370                3        Fall          IP  P.ochraceus              13
## 371                3        Fall          IP  P.ochraceus              14
## 372                3        Fall          IP  P.ochraceus              16
## 373                2      Summer          IP  P.ochraceus               3
## 374                2      Summer          IP  P.ochraceus               4
## 375                2      Summer          IP  P.ochraceus               5
## 376                2      Summer          IP  P.ochraceus               6
## 377                2      Summer          IP  P.ochraceus               7
## 378                2      Summer          IP  P.ochraceus               8
## 379                2      Summer          IP  P.ochraceus               9
## 380                2      Summer          IP  P.ochraceus              10
## 381                2      Summer          IP  P.ochraceus              11
## 382                2      Summer          IP  P.ochraceus              12
## 383                2      Summer          IP  P.ochraceus              13
## 384                2      Summer          IP  P.ochraceus              18
## 385                3        Fall          IP  P.ochraceus               2
## 386                3        Fall          IP  P.ochraceus               5
## 387                3        Fall          IP  P.ochraceus               6
## 388                3        Fall          IP  P.ochraceus               7
## 389                3        Fall          IP  P.ochraceus               8
## 390                3        Fall          IP  P.ochraceus               9
## 391                3        Fall          IP  P.ochraceus              10
## 392                3        Fall          IP  P.ochraceus              11
## 393                3        Fall          IP  P.ochraceus              12
## 394                2      Summer          IP  P.ochraceus               1
## 395                2      Summer          IP  P.ochraceus               2
## 396                2      Summer          IP  P.ochraceus               3
## 397                2      Summer          IP  P.ochraceus               4
## 398                2      Summer          IP  P.ochraceus               5
## 399                2      Summer          IP  P.ochraceus               6
## 400                2      Summer          IP  P.ochraceus               7
## 401                2      Summer          IP  P.ochraceus               8
## 402                2      Summer          IP  P.ochraceus               9
## 403                2      Summer          IP  P.ochraceus              10
## 404                2      Summer          IP  P.ochraceus              11
## 405                2      Summer          IP  P.ochraceus              12
## 406                2      Summer          IP  P.ochraceus              13
## 407                3        Fall          IP  P.ochraceus               1
## 408                3        Fall          IP  P.ochraceus               2
## 409                3        Fall          IP  P.ochraceus               3
## 410                3        Fall          IP  P.ochraceus               4
## 411                3        Fall          IP  P.ochraceus               5
## 412                3        Fall          IP  P.ochraceus               6
## 413                3        Fall          IP  P.ochraceus               7
## 414                3        Fall          IP  P.ochraceus               8
## 415                3        Fall          IP  P.ochraceus               9
## 416                3        Fall          IP  P.ochraceus              10
## 417                3        Fall          IP  P.ochraceus              11
## 418                3        Fall          IP  P.ochraceus              12
## 419                3        Fall          IP  P.ochraceus              13
## 420                2      Summer          IP  P.ochraceus               1
## 421                2      Summer          IP  P.ochraceus               2
## 422                2      Summer          IP  P.ochraceus               3
## 423                2      Summer          IP  P.ochraceus               4
## 424                2      Summer          IP  P.ochraceus               5
## 425                2      Summer          IP  P.ochraceus               6
## 426                2      Summer          IP  P.ochraceus               7
## 427                2      Summer          IP  P.ochraceus               8
## 428                2      Summer          IP  P.ochraceus               9
## 429                2      Summer          IP  P.ochraceus              10
## 430                2      Summer          IP  P.ochraceus              11
## 431                2      Summer          IP  P.ochraceus              12
## 432                3        Fall          IP  P.ochraceus               1
## 433                3        Fall          IP  P.ochraceus               2
## 434                3        Fall          IP  P.ochraceus               3
## 435                3        Fall          IP  P.ochraceus               4
## 436                3        Fall          IP  P.ochraceus               5
## 437                3        Fall          IP  P.ochraceus               8
## 438                3        Fall          IP  P.ochraceus               9
## 439                2      Summer          IP  P.ochraceus               3
## 440                2      Summer          IP  P.ochraceus               4
## 441                2      Summer          IP  P.ochraceus               5
## 442                2      Summer          IP  P.ochraceus               6
## 443                2      Summer          IP  P.ochraceus               7
## 444                2      Summer          IP  P.ochraceus               8
## 445                2      Summer          IP  P.ochraceus               9
## 446                2      Summer          IP  P.ochraceus              10
## 447                2      Summer          IP  P.ochraceus              11
## 448                2      Summer          IP  P.ochraceus              12
## 449                2      Summer          IP  P.ochraceus              13
## 450                2      Summer          IP  P.ochraceus              14
## 451                2      Summer          IP  P.ochraceus              15
## 452                2      Summer          IP  P.ochraceus              16
## 453                2      Summer          IP  P.ochraceus              17
## 454                2      Summer          IP  P.ochraceus              18
## 455                2      Summer          IP  P.ochraceus              20
## 456                2      Summer          IP  P.ochraceus               6
## 457                2      Summer          IP  P.ochraceus               7
## 458                2      Summer          IP  P.ochraceus               8
## 459                2      Summer          IP  P.ochraceus               9
## 460                2      Summer          IP  P.ochraceus              10
## 461                2      Summer          IP  P.ochraceus              11
## 462                2      Summer          IP  P.ochraceus              12
## 463                2      Summer          IP  P.ochraceus              13
## 464                2      Summer          IP  P.ochraceus              14
## 465                2      Summer          IP  P.ochraceus              15
## 466                2      Summer          IP  P.ochraceus              19
## 467                2      Summer          IP  P.ochraceus               1
## 468                2      Summer          IP  P.ochraceus               2
## 469                2      Summer          IP  P.ochraceus               3
## 470                2      Summer          IP  P.ochraceus               4
## 471                2      Summer          IP  P.ochraceus               5
## 472                2      Summer          IP  P.ochraceus               6
## 473                2      Summer          IP  P.ochraceus               7
## 474                2      Summer          IP  P.ochraceus               8
## 475                2      Summer          IP  P.ochraceus               9
## 476                2      Summer          IP  P.ochraceus              10
## 477                2      Summer          IP  P.ochraceus              11
## 478                2      Summer          IP  P.ochraceus              12
## 479                2      Summer          IP  P.ochraceus              13
## 480                2      Summer          IP  P.ochraceus              14
## 481                2      Summer          IP  P.ochraceus              16
## 482                2      Summer          IP  P.ochraceus               1
## 483                2      Summer          IP  P.ochraceus               2
## 484                2      Summer          IP  P.ochraceus               3
## 485                2      Summer          IP  P.ochraceus               4
## 486                2      Summer          IP  P.ochraceus               5
## 487                2      Summer          IP  P.ochraceus               6
## 488                2      Summer          IP  P.ochraceus               7
## 489                2      Summer          IP  P.ochraceus               8
## 490                2      Summer          IP  P.ochraceus               9
## 491                2      Summer          IP  P.ochraceus              10
## 492                2      Summer          IP  P.ochraceus              11
## 493                2      Summer          IP  P.ochraceus              12
## 494                2      Summer          IP  P.ochraceus              13
## 495                2      Summer          IP  P.ochraceus              14
## 496                2      Summer          IP  P.ochraceus              16
## 497                2      Summer          IP  P.ochraceus              17
## 498                2      Summer          IP  P.ochraceus              19
## 499                2      Summer          IP  P.ochraceus               7
## 500                2      Summer          IP  P.ochraceus               8
## 501                2      Summer          IP  P.ochraceus               9
## 502                2      Summer          IP  P.ochraceus              10
## 503                2      Summer          IP  P.ochraceus              11
## 504                2      Summer          IP  P.ochraceus              12
## 505                2      Summer          IP  P.ochraceus              13
## 506                2      Summer          IP  P.ochraceus              14
## 507                2      Summer          IP  P.ochraceus               7
## 508                2      Summer          IP  P.ochraceus               8
## 509                2      Summer          IP  P.ochraceus               9
## 510                2      Summer          IP  P.ochraceus              10
## 511                2      Summer          IP  P.ochraceus              11
## 512                2      Summer          IP  P.ochraceus              12
## 513                2      Summer          IP  P.ochraceus              13
## 514                2      Summer          IP  P.ochraceus              14
## 515                2      Summer          IP  P.ochraceus              20
## 516                2      Summer          IP  P.ochraceus               5
## 517                2      Summer          IP  P.ochraceus               6
## 518                2      Summer          IP  P.ochraceus               7
## 519                2      Summer          IP  P.ochraceus              10
## 520                2      Summer          IP  P.ochraceus              11
## 521                2      Summer          IP  P.ochraceus              12
## 522                2      Summer          IP  P.ochraceus              14
## 523                2      Summer          IP  P.ochraceus               2
## 524                2      Summer          IP  P.ochraceus               4
## 525                2      Summer          IP  P.ochraceus               5
## 526                2      Summer          IP  P.ochraceus               6
## 527                2      Summer          IP  P.ochraceus               7
## 528                2      Summer          IP  P.ochraceus               8
## 529                2      Summer          IP  P.ochraceus              10
## 530                2      Summer          IP  P.ochraceus              11
## 531                2      Summer          IP  P.ochraceus              12
## 532                2      Summer          IP  P.ochraceus              13
## 533                2      Summer          IP  P.ochraceus              14
## 534                1      Spring          IP  P.ochraceus               2
## 535                1      Spring          IP  P.ochraceus               3
## 536                1      Spring          IP  P.ochraceus               4
## 537                1      Spring          IP  P.ochraceus               5
## 538                1      Spring          IP  P.ochraceus               6
## 539                1      Spring          IP  P.ochraceus               7
## 540                1      Spring          IP  P.ochraceus               8
## 541                1      Spring          IP  P.ochraceus               9
## 542                1      Spring          IP  P.ochraceus              10
## 543                1      Spring          IP  P.ochraceus              11
## 544                1      Spring          IP  P.ochraceus              12
## 545                1      Spring          IP  P.ochraceus              13
## 546                3        Fall          IP  P.ochraceus               1
## 547                3        Fall          IP  P.ochraceus               2
## 548                3        Fall          IP  P.ochraceus               3
## 549                3        Fall          IP  P.ochraceus               4
## 550                3        Fall          IP  P.ochraceus               5
## 551                3        Fall          IP  P.ochraceus               6
## 552                3        Fall          IP  P.ochraceus               7
## 553                3        Fall          IP  P.ochraceus               8
## 554                3        Fall          IP  P.ochraceus               9
## 555                3        Fall          IP  P.ochraceus              10
## 556                3        Fall          IP  P.ochraceus              11
## 557                3        Fall          IP  P.ochraceus              12
## 558                3        Fall          IP  P.ochraceus              13
## 559                1      Spring          IP  P.ochraceus               1
## 560                1      Spring          IP  P.ochraceus               2
## 561                1      Spring          IP  P.ochraceus               3
## 562                1      Spring          IP  P.ochraceus               4
## 563                1      Spring          IP  P.ochraceus               5
## 564                1      Spring          IP  P.ochraceus               6
## 565                1      Spring          IP  P.ochraceus               8
## 566                1      Spring          IP  P.ochraceus               9
## 567                1      Spring          IP  P.ochraceus              10
## 568                3        Fall          IP  P.ochraceus               1
## 569                3        Fall          IP  P.ochraceus               2
## 570                3        Fall          IP  P.ochraceus               3
## 571                3        Fall          IP  P.ochraceus               4
## 572                3        Fall          IP  P.ochraceus               5
## 573                3        Fall          IP  P.ochraceus               6
## 574                3        Fall          IP  P.ochraceus               7
## 575                3        Fall          IP  P.ochraceus              11
## 576                1      Spring          IP  P.ochraceus               1
## 577                1      Spring          IP  P.ochraceus               2
## 578                1      Spring          IP  P.ochraceus               3
## 579                1      Spring          IP  P.ochraceus               4
## 580                1      Spring          IP  P.ochraceus               5
## 581                1      Spring          IP  P.ochraceus               6
## 582                1      Spring          IP  P.ochraceus               7
## 583                1      Spring          IP  P.ochraceus               8
## 584                1      Spring          IP  P.ochraceus              11
## 585                1      Spring          IP  P.ochraceus              13
## 586                1      Spring          IP  P.ochraceus              14
## 587                3        Fall          IP  P.ochraceus               1
## 588                3        Fall          IP  P.ochraceus               2
## 589                3        Fall          IP  P.ochraceus               3
## 590                3        Fall          IP  P.ochraceus               4
## 591                3        Fall          IP  P.ochraceus               5
## 592                3        Fall          IP  P.ochraceus               6
## 593                3        Fall          IP  P.ochraceus              10
## 594                3        Fall          IP  P.ochraceus              11
## 595                1      Spring          IP  P.ochraceus               1
## 596                1      Spring          IP  P.ochraceus               2
## 597                1      Spring          IP  P.ochraceus               3
## 598                1      Spring          IP  P.ochraceus               4
## 599                1      Spring          IP  P.ochraceus               5
## 600                1      Spring          IP  P.ochraceus               6
## 601                1      Spring          IP  P.ochraceus               7
## 602                1      Spring          IP  P.ochraceus               8
## 603                1      Spring          IP  P.ochraceus               9
## 604                1      Spring          IP  P.ochraceus              11
## 605                1      Spring          IP  P.ochraceus               2
## 606                1      Spring          IP  P.ochraceus               3
## 607                1      Spring          IP  P.ochraceus               4
## 608                1      Spring          IP  P.ochraceus               5
## 609                1      Spring          IP  P.ochraceus               6
## 610                1      Spring          IP  P.ochraceus               7
## 611                1      Spring          IP  P.ochraceus               8
## 612                1      Spring          IP  P.ochraceus               9
## 613                1      Spring          IP  P.ochraceus              10
## 614                1      Spring          IP  P.ochraceus              11
## 615                1      Spring          IP  P.ochraceus              12
## 616                3        Fall          IP  P.ochraceus               2
## 617                3        Fall          IP  P.ochraceus               3
## 618                3        Fall          IP  P.ochraceus               4
## 619                3        Fall          IP  P.ochraceus               5
## 620                3        Fall          IP  P.ochraceus               6
## 621                3        Fall          IP  P.ochraceus               7
## 622                3        Fall          IP  P.ochraceus               8
## 623                3        Fall          IP  P.ochraceus               9
## 624                3        Fall          IP  P.ochraceus              10
## 625                3        Fall          IP  P.ochraceus              12
## 626                1      Spring          IP  P.ochraceus               1
## 627                1      Spring          IP  P.ochraceus               2
## 628                1      Spring          IP  P.ochraceus               3
## 629                1      Spring          IP  P.ochraceus               4
## 630                1      Spring          IP  P.ochraceus               5
## 631                1      Spring          IP  P.ochraceus               6
## 632                1      Spring          IP  P.ochraceus               7
## 633                1      Spring          IP  P.ochraceus               9
## 634                1      Spring          IP  P.ochraceus              10
## 635                1      Spring          IP  P.ochraceus              11
## 636                3        Fall          IP  P.ochraceus               1
## 637                3        Fall          IP  P.ochraceus               2
## 638                3        Fall          IP  P.ochraceus               3
## 639                3        Fall          IP  P.ochraceus               4
## 640                3        Fall          IP  P.ochraceus               5
## 641                3        Fall          IP  P.ochraceus               6
## 642                3        Fall          IP  P.ochraceus               7
## 643                3        Fall          IP  P.ochraceus               8
## 644                1      Spring          IP  P.ochraceus               1
## 645                1      Spring          IP  P.ochraceus               2
## 646                1      Spring          IP  P.ochraceus               3
## 647                1      Spring          IP  P.ochraceus               4
## 648                1      Spring          IP  P.ochraceus               5
## 649                1      Spring          IP  P.ochraceus               6
## 650                1      Spring          IP  P.ochraceus               7
## 651                1      Spring          IP  P.ochraceus               8
## 652                1      Spring          IP  P.ochraceus               9
## 653                1      Spring          IP  P.ochraceus              12
## 654                3        Fall          IP  P.ochraceus               2
## 655                3        Fall          IP  P.ochraceus               3
## 656                3        Fall          IP  P.ochraceus               4
## 657                3        Fall          IP  P.ochraceus               5
## 658                3        Fall          IP  P.ochraceus               6
## 659                3        Fall          IP  P.ochraceus               7
## 660                3        Fall          IP  P.ochraceus               8
## 661                3        Fall          IP  P.ochraceus              10
## 662                1      Spring          IP  P.ochraceus               2
## 663                1      Spring          IP  P.ochraceus               3
## 664                1      Spring          IP  P.ochraceus               4
## 665                1      Spring          IP  P.ochraceus               5
## 666                1      Spring          IP  P.ochraceus               6
## 667                1      Spring          IP  P.ochraceus               7
## 668                1      Spring          IP  P.ochraceus               8
## 669                1      Spring          IP  P.ochraceus               9
## 670                1      Spring          IP  P.ochraceus              10
## 671                1      Spring          IP  P.ochraceus              11
## 672                1      Spring          IP  P.ochraceus              12
## 673                1      Spring          IP  P.ochraceus              13
## 674                1      Spring          IP  P.ochraceus               6
## 675                1      Spring          IP  P.ochraceus               7
## 676                1      Spring          IP  P.ochraceus               8
## 677                1      Spring          IP  P.ochraceus               9
## 678                1      Spring          IP  P.ochraceus              10
## 679                1      Spring          IP  P.ochraceus              11
## 680                1      Spring          IP  P.ochraceus              12
## 681                1      Spring          IP  P.ochraceus              13
## 682                1      Spring          IP  P.ochraceus              15
## 683                1      Spring          IP  P.ochraceus              16
## 684                3        Fall          IP  P.ochraceus               4
## 685                3        Fall          IP  P.ochraceus               5
## 686                3        Fall          IP  P.ochraceus               6
## 687                3        Fall          IP  P.ochraceus               7
## 688                3        Fall          IP  P.ochraceus               8
## 689                3        Fall          IP  P.ochraceus               9
## 690                3        Fall          IP  P.ochraceus              10
## 691                3        Fall          IP  P.ochraceus              11
## 692                3        Fall          IP  P.ochraceus              12
## 693                3        Fall          IP  P.ochraceus              13
## 694                3        Fall          IP  P.ochraceus              14
## 695                3        Fall          IP  P.ochraceus              15
## 696                3        Fall          IP  P.ochraceus              16
## 697                3        Fall          IP  P.ochraceus              17
## 698                3        Fall          IP  P.ochraceus              18
## 699                1      Spring          IP  P.ochraceus               3
## 700                1      Spring          IP  P.ochraceus               4
## 701                1      Spring          IP  P.ochraceus               5
## 702                1      Spring          IP  P.ochraceus               6
## 703                1      Spring          IP  P.ochraceus               7
## 704                1      Spring          IP  P.ochraceus               8
## 705                1      Spring          IP  P.ochraceus               9
## 706                1      Spring          IP  P.ochraceus              10
## 707                1      Spring          IP  P.ochraceus              11
## 708                1      Spring          IP  P.ochraceus              12
## 709                1      Spring          IP  P.ochraceus              13
## 710                1      Spring          IP  P.ochraceus              14
## 711                1      Spring          IP  P.ochraceus              15
## 712                3        Fall          IP  P.ochraceus               2
## 713                3        Fall          IP  P.ochraceus               3
## 714                3        Fall          IP  P.ochraceus               4
## 715                3        Fall          IP  P.ochraceus               5
## 716                3        Fall          IP  P.ochraceus               6
## 717                3        Fall          IP  P.ochraceus               7
## 718                3        Fall          IP  P.ochraceus               8
## 719                3        Fall          IP  P.ochraceus               9
## 720                3        Fall          IP  P.ochraceus              11
## 721                3        Fall          IP  P.ochraceus              13
## 722                3        Fall          IP  P.ochraceus              14
## 723                1      Spring          IP  P.ochraceus               5
## 724                1      Spring          IP  P.ochraceus               6
## 725                1      Spring          IP  P.ochraceus               7
## 726                1      Spring          IP  P.ochraceus               9
## 727                1      Spring          IP  P.ochraceus              11
## 728                1      Spring          IP  P.ochraceus              12
## 729                1      Spring          IP  P.ochraceus              13
## 730                1      Spring          IP  P.ochraceus              14
## 731                3        Fall          IP  P.ochraceus               4
## 732                3        Fall          IP  P.ochraceus               5
## 733                3        Fall          IP  P.ochraceus               6
## 734                3        Fall          IP  P.ochraceus               7
## 735                3        Fall          IP  P.ochraceus               8
## 736                3        Fall          IP  P.ochraceus               9
## 737                3        Fall          IP  P.ochraceus              10
## 738                3        Fall          IP  P.ochraceus              11
## 739                3        Fall          IP  P.ochraceus              12
## 740                3        Fall          IP  P.ochraceus              13
## 741                3        Fall          IP  P.ochraceus              14
## 742                1      Spring          IP  P.ochraceus               5
## 743                1      Spring          IP  P.ochraceus               6
## 744                1      Spring          IP  P.ochraceus               7
## 745                1      Spring          IP  P.ochraceus               8
## 746                1      Spring          IP  P.ochraceus               9
## 747                1      Spring          IP  P.ochraceus              10
## 748                1      Spring          IP  P.ochraceus              11
## 749                1      Spring          IP  P.ochraceus              12
## 750                3        Fall          IP  P.ochraceus               8
## 751                3        Fall          IP  P.ochraceus               9
## 752                3        Fall          IP  P.ochraceus              10
## 753                3        Fall          IP  P.ochraceus              11
## 754                3        Fall          IP  P.ochraceus              12
## 755                3        Fall          IP  P.ochraceus              13
## 756                3        Fall          IP  P.ochraceus              14
## 757                3        Fall          IP  P.ochraceus              16
## 758                1      Spring          IP  P.ochraceus               4
## 759                1      Spring          IP  P.ochraceus               5
## 760                1      Spring          IP  P.ochraceus               6
## 761                1      Spring          IP  P.ochraceus               7
## 762                1      Spring          IP  P.ochraceus               8
## 763                1      Spring          IP  P.ochraceus               9
## 764                1      Spring          IP  P.ochraceus              10
## 765                1      Spring          IP  P.ochraceus              11
## 766                1      Spring          IP  P.ochraceus              12
## 767                3        Fall          IP  P.ochraceus               2
## 768                3        Fall          IP  P.ochraceus               3
## 769                3        Fall          IP  P.ochraceus               4
## 770                3        Fall          IP  P.ochraceus               5
## 771                3        Fall          IP  P.ochraceus               6
## 772                3        Fall          IP  P.ochraceus               7
## 773                3        Fall          IP  P.ochraceus               8
## 774                3        Fall          IP  P.ochraceus               9
## 775                3        Fall          IP  P.ochraceus              10
## 776                3        Fall          IP  P.ochraceus              11
## 777                3        Fall          IP  P.ochraceus              12
## 778                3        Fall          IP  P.ochraceus              13
## 779                3        Fall          IP  P.ochraceus              14
## 780                3        Fall          IP  P.ochraceus              16
## 781                1      Spring          IP  P.ochraceus               2
## 782                1      Spring          IP  P.ochraceus               3
## 783                1      Spring          IP  P.ochraceus               4
## 784                1      Spring          IP  P.ochraceus               5
## 785                1      Spring          IP  P.ochraceus               6
## 786                1      Spring          IP  P.ochraceus               7
## 787                1      Spring          IP  P.ochraceus               9
## 788                1      Spring          IP  P.ochraceus              10
## 789                3        Fall          IP  P.ochraceus               1
## 790                3        Fall          IP  P.ochraceus               2
## 791                3        Fall          IP  P.ochraceus               3
## 792                3        Fall          IP  P.ochraceus               4
## 793                3        Fall          IP  P.ochraceus               5
## 794                3        Fall          IP  P.ochraceus               6
## 795                3        Fall          IP  P.ochraceus               7
## 796                3        Fall          IP  P.ochraceus               8
## 797                3        Fall          IP  P.ochraceus               9
## 798                3        Fall          IP  P.ochraceus              10
## 799                1      Spring          IP  P.ochraceus               2
## 800                1      Spring          IP  P.ochraceus               3
## 801                1      Spring          IP  P.ochraceus               4
## 802                1      Spring          IP  P.ochraceus               5
## 803                1      Spring          IP  P.ochraceus               6
## 804                1      Spring          IP  P.ochraceus               7
## 805                1      Spring          IP  P.ochraceus               8
## 806                1      Spring          IP  P.ochraceus               9
## 807                1      Spring          IP  P.ochraceus              10
## 808                1      Spring          IP  P.ochraceus              11
## 809                2      Summer          IP  P.ochraceus               6
## 810                2      Summer          IP  P.ochraceus               7
## 811                2      Summer          IP  P.ochraceus               8
## 812                2      Summer          IP  P.ochraceus               9
## 813                2      Summer          IP  P.ochraceus              10
## 814                2      Summer          IP  P.ochraceus              11
## 815                2      Summer          IP  P.ochraceus              13
## 816                2      Summer          IP  P.ochraceus              19
## 817                2      Summer          IP  P.ochraceus              20
## 818                2      Summer          IP  P.ochraceus               6
## 819                2      Summer          IP  P.ochraceus               7
## 820                2      Summer          IP  P.ochraceus               8
## 821                2      Summer          IP  P.ochraceus               9
## 822                2      Summer          IP  P.ochraceus              10
## 823                2      Summer          IP  P.ochraceus              11
## 824                2      Summer          IP  P.ochraceus              12
## 825                2      Summer          IP  P.ochraceus              13
## 826                2      Summer          IP  P.ochraceus               6
## 827                2      Summer          IP  P.ochraceus               7
## 828                2      Summer          IP  P.ochraceus               8
## 829                2      Summer          IP  P.ochraceus               9
## 830                2      Summer          IP  P.ochraceus              10
## 831                2      Summer          IP  P.ochraceus              11
## 832                2      Summer          IP  P.ochraceus               5
## 833                2      Summer          IP  P.ochraceus               6
## 834                2      Summer          IP  P.ochraceus               7
## 835                2      Summer          IP  P.ochraceus               8
## 836                2      Summer          IP  P.ochraceus               9
## 837                2      Summer          IP  P.ochraceus              10
## 838                2      Summer          IP  P.ochraceus              11
## 839                2      Summer          IP  P.ochraceus              12
## 840                2      Summer          IP  P.ochraceus              13
## 841                1      Spring          IP  P.ochraceus               4
## 842                1      Spring          IP  P.ochraceus               5
## 843                1      Spring          IP  P.ochraceus               6
## 844                1      Spring          IP  P.ochraceus               7
## 845                1      Spring          IP  P.ochraceus               8
## 846                1      Spring          IP  P.ochraceus               9
## 847                1      Spring          IP  P.ochraceus              10
## 848                1      Spring          IP  P.ochraceus              11
## 849                1      Spring          IP  P.ochraceus              12
## 850                1      Spring          IP  P.ochraceus              13
## 851                1      Spring          IP  P.ochraceus              14
## 852                1      Spring          IP  P.ochraceus              15
## 853                3        Fall          IP  P.ochraceus               3
## 854                3        Fall          IP  P.ochraceus               4
## 855                3        Fall          IP  P.ochraceus               5
## 856                3        Fall          IP  P.ochraceus               6
## 857                3        Fall          IP  P.ochraceus               7
## 858                3        Fall          IP  P.ochraceus               8
## 859                3        Fall          IP  P.ochraceus               9
## 860                3        Fall          IP  P.ochraceus              10
## 861                3        Fall          IP  P.ochraceus              11
## 862                3        Fall          IP  P.ochraceus              12
## 863                3        Fall          IP  P.ochraceus              13
## 864                3        Fall          IP  P.ochraceus              14
## 865                3        Fall          IP  P.ochraceus              15
## 866                1      Spring          IP  P.ochraceus               3
## 867                1      Spring          IP  P.ochraceus               4
## 868                1      Spring          IP  P.ochraceus               5
## 869                1      Spring          IP  P.ochraceus               6
## 870                1      Spring          IP  P.ochraceus               7
## 871                1      Spring          IP  P.ochraceus               8
## 872                1      Spring          IP  P.ochraceus               9
## 873                1      Spring          IP  P.ochraceus              10
## 874                1      Spring          IP  P.ochraceus              11
## 875                1      Spring          IP  P.ochraceus              13
## 876                1      Spring          IP  P.ochraceus              15
## 877                3        Fall          IP  P.ochraceus               3
## 878                3        Fall          IP  P.ochraceus               4
## 879                3        Fall          IP  P.ochraceus               5
## 880                3        Fall          IP  P.ochraceus               6
## 881                3        Fall          IP  P.ochraceus               7
## 882                3        Fall          IP  P.ochraceus               8
## 883                3        Fall          IP  P.ochraceus               9
## 884                3        Fall          IP  P.ochraceus              10
## 885                3        Fall          IP  P.ochraceus              11
## 886                3        Fall          IP  P.ochraceus              14
## 887                3        Fall          IP  P.ochraceus              15
## 888                1      Spring          IP  P.ochraceus               3
## 889                1      Spring          IP  P.ochraceus               4
## 890                1      Spring          IP  P.ochraceus               5
## 891                1      Spring          IP  P.ochraceus               6
## 892                1      Spring          IP  P.ochraceus               7
## 893                1      Spring          IP  P.ochraceus               8
## 894                1      Spring          IP  P.ochraceus               9
## 895                1      Spring          IP  P.ochraceus              10
## 896                1      Spring          IP  P.ochraceus              11
## 897                1      Spring          IP  P.ochraceus              13
## 898                3        Fall          IP  P.ochraceus               1
## 899                3        Fall          IP  P.ochraceus               2
## 900                3        Fall          IP  P.ochraceus               3
## 901                3        Fall          IP  P.ochraceus               4
## 902                3        Fall          IP  P.ochraceus               5
## 903                3        Fall          IP  P.ochraceus               6
## 904                3        Fall          IP  P.ochraceus               7
## 905                3        Fall          IP  P.ochraceus               8
## 906                3        Fall          IP  P.ochraceus               9
## 907                3        Fall          IP  P.ochraceus              10
## 908                3        Fall          IP  P.ochraceus              11
## 909                3        Fall          IP  P.ochraceus              12
## 910                3        Fall          IP  P.ochraceus              13
## 911                3        Fall          IP  P.ochraceus              14
## 912                1      Spring          IP  P.ochraceus               3
## 913                1      Spring          IP  P.ochraceus               4
## 914                1      Spring          IP  P.ochraceus               5
## 915                1      Spring          IP  P.ochraceus               6
## 916                1      Spring          IP  P.ochraceus               7
## 917                1      Spring          IP  P.ochraceus               8
## 918                1      Spring          IP  P.ochraceus               9
## 919                1      Spring          IP  P.ochraceus              10
## 920                1      Spring          IP  P.ochraceus              11
## 921                1      Spring          IP  P.ochraceus              12
## 922                1      Spring          IP  P.ochraceus              13
## 923                1      Spring          IP  P.ochraceus              14
## 924                1      Spring          IP  P.ochraceus              19
## 925                2      Summer          IP  P.ochraceus               3
## 926                2      Summer          IP  P.ochraceus               4
## 927                2      Summer          IP  P.ochraceus               6
## 928                2      Summer          IP  P.ochraceus               7
## 929                2      Summer          IP  P.ochraceus               8
## 930                2      Summer          IP  P.ochraceus               9
## 931                2      Summer          IP  P.ochraceus              10
## 932                2      Summer          IP  P.ochraceus              11
## 933                2      Summer          IP  P.ochraceus              12
## 934                2      Summer          IP  P.ochraceus              13
## 935                2      Summer          IP  P.ochraceus              14
## 936                2      Summer          IP  P.ochraceus              15
## 937                2      Summer          IP  P.ochraceus              16
## 938                2      Summer          IP  P.ochraceus              17
## 939                2      Summer          IP  P.ochraceus              18
## 940                2      Summer          IP  P.ochraceus              19
## 941                2      Summer          IP  P.ochraceus               5
## 942                2      Summer          IP  P.ochraceus               6
## 943                2      Summer          IP  P.ochraceus               7
## 944                2      Summer          IP  P.ochraceus               8
## 945                2      Summer          IP  P.ochraceus               9
## 946                2      Summer          IP  P.ochraceus              10
## 947                2      Summer          IP  P.ochraceus              11
## 948                2      Summer          IP  P.ochraceus              12
## 949                2      Summer          IP  P.ochraceus              13
## 950                2      Summer          IP  P.ochraceus              14
## 951                2      Summer          IP  P.ochraceus              15
## 952                2      Summer          IP  P.ochraceus              16
## 953                2      Summer          IP  P.ochraceus              17
## 954                2      Summer          IP  P.ochraceus              18
## 955                2      Summer          IP  P.ochraceus               2
## 956                2      Summer          IP  P.ochraceus               3
## 957                2      Summer          IP  P.ochraceus               4
## 958                2      Summer          IP  P.ochraceus               5
## 959                2      Summer          IP  P.ochraceus               6
## 960                2      Summer          IP  P.ochraceus               7
## 961                2      Summer          IP  P.ochraceus               8
## 962                2      Summer          IP  P.ochraceus               9
## 963                2      Summer          IP  P.ochraceus              10
## 964                2      Summer          IP  P.ochraceus              11
## 965                2      Summer          IP  P.ochraceus              12
## 966                2      Summer          IP  P.ochraceus              13
## 967                2      Summer          IP  P.ochraceus              14
## 968                2      Summer          IP  P.ochraceus              15
## 969                2      Summer          IP  P.ochraceus              16
## 970                2      Summer          IP  P.ochraceus              17
## 971                2      Summer          IP  P.ochraceus              18
## 972                2      Summer          IP  P.ochraceus               2
## 973                2      Summer          IP  P.ochraceus               3
## 974                2      Summer          IP  P.ochraceus               4
## 975                2      Summer          IP  P.ochraceus               5
## 976                2      Summer          IP  P.ochraceus               6
## 977                2      Summer          IP  P.ochraceus               7
## 978                2      Summer          IP  P.ochraceus               8
## 979                2      Summer          IP  P.ochraceus               9
## 980                2      Summer          IP  P.ochraceus              10
## 981                2      Summer          IP  P.ochraceus              11
## 982                2      Summer          IP  P.ochraceus              12
## 983                2      Summer          IP  P.ochraceus              13
## 984                2      Summer          IP  P.ochraceus              14
## 985                2      Summer          IP  P.ochraceus              15
## 986                2      Summer          IP  P.ochraceus              16
## 987                2      Summer          IP  P.ochraceus              17
## 988                2      Summer          IP  P.ochraceus              18
## 989                2      Summer          IP  P.ochraceus              19
## 990                1      Spring        GSES  P.ochraceus               4
## 991                1      Spring        GSES  P.ochraceus               5
## 992                1      Spring        GSES  P.ochraceus               6
## 993                1      Spring        GSES  P.ochraceus               7
## 994                1      Spring        GSES  P.ochraceus               8
## 995                1      Spring        GSES  P.ochraceus               9
## 996                1      Spring        GSES  P.ochraceus              10
## 997                1      Spring        GSES  P.ochraceus              11
## 998                1      Spring        GSES  P.ochraceus              12
## 999                1      Spring        GSES  P.ochraceus              13
## 1000               1      Spring        GSES  P.ochraceus              14
## 1001               1      Spring        GSES  P.ochraceus              15
## 1002               1      Spring        GSES  P.ochraceus              16
## 1003               1      Spring        GSES  P.ochraceus              17
## 1004               1      Spring        GSES  P.ochraceus              18
## 1005               1      Spring        GSES  P.ochraceus              19
## 1006               1      Spring        GSES  P.ochraceus              21
## 1007               3        Fall        GSES  P.ochraceus               4
## 1008               3        Fall        GSES  P.ochraceus               6
## 1009               3        Fall        GSES  P.ochraceus               7
## 1010               3        Fall        GSES  P.ochraceus               8
## 1011               3        Fall        GSES  P.ochraceus               9
## 1012               3        Fall        GSES  P.ochraceus              10
## 1013               3        Fall        GSES  P.ochraceus              11
## 1014               3        Fall        GSES  P.ochraceus              12
## 1015               3        Fall        GSES  P.ochraceus              13
## 1016               3        Fall        GSES  P.ochraceus              14
## 1017               3        Fall        GSES  P.ochraceus              15
## 1018               3        Fall        GSES  P.ochraceus              16
## 1019               3        Fall        GSES  P.ochraceus              17
## 1020               3        Fall        GSES  P.ochraceus              18
## 1021               3        Fall        GSES  P.ochraceus              19
## 1022               3        Fall          IP  P.ochraceus               3
## 1023               3        Fall          IP  P.ochraceus               9
## 1024               3        Fall          IP  P.ochraceus              10
## 1025               3        Fall          IP  P.ochraceus              11
## 1026               3        Fall          IP  P.ochraceus              12
## 1027               3        Fall          IP  P.ochraceus              13
## 1028               1      Spring          IP  P.ochraceus               2
## 1029               1      Spring          IP  P.ochraceus               5
## 1030               1      Spring          IP  P.ochraceus               6
## 1031               1      Spring          IP  P.ochraceus               7
## 1032               1      Spring          IP  P.ochraceus               8
## 1033               1      Spring          IP  P.ochraceus               9
## 1034               1      Spring          IP  P.ochraceus              10
## 1035               1      Spring          IP  P.ochraceus              12
## 1036               1      Spring          IP  P.ochraceus              13
## 1037               1      Spring          IP  P.ochraceus              16
## 1038               3        Fall        GSES  P.ochraceus               3
## 1039               1      Spring        GSES  P.ochraceus               5
## 1040               3        Fall        GSES  P.ochraceus               6
## 1041               1      Spring          IP  P.ochraceus               6
## 1042               1      Spring          IP  P.ochraceus               7
## 1043               1      Spring          IP  P.ochraceus               8
## 1044               1      Spring          IP  P.ochraceus               9
## 1045               1      Spring          IP  P.ochraceus              10
## 1046               1      Spring          IP  P.ochraceus              11
## 1047               1      Spring          IP  P.ochraceus              12
## 1048               1      Spring          IP  P.ochraceus              13
## 1049               1      Spring          IP  P.ochraceus              14
## 1050               1      Spring          IP  P.ochraceus              15
## 1051               3        Fall          IP  P.ochraceus               1
## 1052               3        Fall          IP  P.ochraceus               2
## 1053               3        Fall          IP  P.ochraceus               3
## 1054               3        Fall          IP  P.ochraceus               4
## 1055               3        Fall          IP  P.ochraceus               5
## 1056               3        Fall          IP  P.ochraceus               7
## 1057               3        Fall          IP  P.ochraceus               8
## 1058               3        Fall          IP  P.ochraceus               9
## 1059               3        Fall          IP  P.ochraceus              10
## 1060               3        Fall          IP  P.ochraceus              11
## 1061               3        Fall          IP  P.ochraceus              12
## 1062               3        Fall          IP  P.ochraceus              13
## 1063               1      Spring          IP  P.ochraceus               1
## 1064               1      Spring          IP  P.ochraceus               2
## 1065               1      Spring          IP  P.ochraceus               3
## 1066               1      Spring          IP  P.ochraceus               5
## 1067               1      Spring          IP  P.ochraceus              11
## 1068               1      Spring          IP  P.ochraceus              13
## 1069               1      Spring          IP  P.ochraceus              14
## 1070               3        Fall          IP  P.ochraceus               6
## 1071               3        Fall          IP  P.ochraceus               9
## 1072               3        Fall          IP  P.ochraceus              12
## 1073               3        Fall          IP  P.ochraceus              13
## 1074               1      Spring          IP  P.ochraceus               2
## 1075               1      Spring          IP  P.ochraceus               4
## 1076               1      Spring          IP  P.ochraceus               5
## 1077               1      Spring          IP  P.ochraceus               6
## 1078               1      Spring          IP  P.ochraceus               7
## 1079               1      Spring          IP  P.ochraceus               8
## 1080               1      Spring          IP  P.ochraceus              10
## 1081               1      Spring          IP  P.ochraceus              12
## 1082               1      Spring          IP  P.ochraceus              13
## 1083               3        Fall          IP  P.ochraceus               2
## 1084               3        Fall          IP  P.ochraceus               4
## 1085               3        Fall          IP  P.ochraceus               5
## 1086               3        Fall          IP  P.ochraceus               6
## 1087               3        Fall          IP  P.ochraceus               7
## 1088               3        Fall          IP  P.ochraceus              10
## 1089               3        Fall          IP  P.ochraceus              12
## 1090               1      Spring          IP  P.ochraceus               4
## 1091               1      Spring          IP  P.ochraceus               5
## 1092               1      Spring          IP  P.ochraceus               6
## 1093               1      Spring          IP  P.ochraceus               7
## 1094               1      Spring          IP  P.ochraceus               8
## 1095               1      Spring          IP  P.ochraceus               9
## 1096               1      Spring          IP  P.ochraceus              10
## 1097               1      Spring          IP  P.ochraceus              11
## 1098               1      Spring        GSES  P.ochraceus               6
## 1099               1      Spring        GSES  P.ochraceus               7
## 1100               1      Spring        GSES  P.ochraceus               8
## 1101               1      Spring        GSES  P.ochraceus               9
## 1102               1      Spring        GSES  P.ochraceus              10
## 1103               1      Spring        GSES  P.ochraceus              11
## 1104               1      Spring        GSES  P.ochraceus              12
## 1105               1      Spring        GSES  P.ochraceus              13
## 1106               1      Spring        GSES  P.ochraceus              14
## 1107               1      Spring        GSES  P.ochraceus              15
## 1108               1      Spring        GSES  P.ochraceus              16
## 1109               1      Spring        GSES  P.ochraceus              17
## 1110               1      Spring        GSES  P.ochraceus              18
## 1111               3        Fall        GSES  P.ochraceus               6
## 1112               3        Fall        GSES  P.ochraceus               7
## 1113               3        Fall        GSES  P.ochraceus               8
## 1114               3        Fall        GSES  P.ochraceus               9
## 1115               3        Fall        GSES  P.ochraceus              10
## 1116               3        Fall        GSES  P.ochraceus              11
## 1117               3        Fall        GSES  P.ochraceus              12
## 1118               3        Fall        GSES  P.ochraceus              13
## 1119               3        Fall        GSES  P.ochraceus              14
## 1120               3        Fall        GSES  P.ochraceus              15
## 1121               3        Fall        GSES  P.ochraceus              16
## 1122               3        Fall        GSES  P.ochraceus              17
## 1123               3        Fall        GSES  P.ochraceus              18
## 1124               3        Fall        GSES  P.ochraceus              19
## 1125               3        Fall        GSES  P.ochraceus              20
## 1126               1      Spring        GSES  P.ochraceus              10
##      size_bin total          mpa_region        georegion
## 1          40     4                  OR               OR
## 2          50     9                  OR               OR
## 3          60    11                  OR               OR
## 4          70    22                  OR               OR
## 5          80    37                  OR               OR
## 6          90    39                  OR               OR
## 7         100    27                  OR               OR
## 8         110    23                  OR               OR
## 9         120    14                  OR               OR
## 10        130    19                  OR               OR
## 11        140     9                  OR               OR
## 12        150     7                  OR               OR
## 13        160     6                  OR               OR
## 14         10     6                  OR               OR
## 15         20     9                  OR               OR
## 16         30    11                  OR               OR
## 17         50     4                  OR               OR
## 18         60    13                  OR               OR
## 19         70    14                  OR               OR
## 20         80    18                  OR               OR
## 21         90    14                  OR               OR
## 22        100    13                  OR               OR
## 23        110    11                  OR               OR
## 24        120    12                  OR               OR
## 25        130     8                  OR               OR
## 26        140     6                  OR               OR
## 27        150     1                  OR               OR
## 28          5    22                  OR               OR
## 29         10   100                  OR               OR
## 30         20    69                  OR               OR
## 31         30    56                  OR               OR
## 32         40    42                  OR               OR
## 33         50    21                  OR               OR
## 34         60    20                  OR               OR
## 35         70    11                  OR               OR
## 36         80     8                  OR               OR
## 37         90    10                  OR               OR
## 38        100     9                  OR               OR
## 39        110     8                  OR               OR
## 40        120     4                  OR               OR
## 41        130     1                  OR               OR
## 42        140     5                  OR               OR
## 43        150     2                  OR               OR
## 44        160     1                  OR               OR
## 45          5    56                  OR               OR
## 46         10   116                  OR               OR
## 47         20   131                  OR               OR
## 48         30    66                  OR               OR
## 49         40    36                  OR               OR
## 50         50    20                  OR               OR
## 51         60    11                  OR               OR
## 52         70     6                  OR               OR
## 53         80     8                  OR               OR
## 54         90     3                  OR               OR
## 55        100     5                  OR               OR
## 56        110     3                  OR               OR
## 57        120     3                  OR               OR
## 58        130     2                  OR               OR
## 59        160     2                  OR               OR
## 60         50    11                NULL               OR
## 61         60    17                NULL               OR
## 62         70    30                NULL               OR
## 63         80    33                NULL               OR
## 64         90    32                NULL               OR
## 65        100    26                NULL               OR
## 66        110    30                NULL               OR
## 67        120    22                NULL               OR
## 68        130     5                NULL               OR
## 69        140     6                NULL               OR
## 70        150     2                NULL               OR
## 71        160     2                NULL               OR
## 72        170     1                NULL               OR
## 73        180     1                NULL               OR
## 74         50     5                NULL               OR
## 75         60    29                NULL               OR
## 76         70    32                NULL               OR
## 77         80    59                NULL               OR
## 78         90    78                NULL               OR
## 79        100    67                NULL               OR
## 80        110    56                NULL               OR
## 81        120    50                NULL               OR
## 82        130    29                NULL               OR
## 83        140    12                NULL               OR
## 84        150     5                NULL               OR
## 85        160     2                NULL               OR
## 86        170     4                NULL               OR
## 87        190     1                NULL               OR
## 88          5     1                NULL               OR
## 89         70     2                NULL               OR
## 90         80     3                NULL               OR
## 91         90     5                NULL               OR
## 92        100     4                NULL               OR
## 93        110     4                NULL               OR
## 94        120     2                NULL               OR
## 95        130     2                NULL               OR
## 96        150     1                NULL               OR
## 97         10     9                NULL               OR
## 98         20    13                NULL               OR
## 99         30    13                NULL               OR
## 100        40     3                NULL               OR
## 101        70     1                NULL               OR
## 102        80     2                NULL               OR
## 103        90     2                NULL               OR
## 104       100     7                NULL               OR
## 105       110     4                NULL               OR
## 106       120     2                NULL               OR
## 107       130     2                NULL               OR
## 108       140     2                NULL               OR
## 109       160     1                NULL               OR
## 110        40     2         South Coast         CA South
## 111        50     2         South Coast         CA South
## 112        60     3         South Coast         CA South
## 113        70     9         South Coast         CA South
## 114        80    15         South Coast         CA South
## 115        90     9         South Coast         CA South
## 116       100    14         South Coast         CA South
## 117       110    17         South Coast         CA South
## 118       120    18         South Coast         CA South
## 119       130    14         South Coast         CA South
## 120       140    21         South Coast         CA South
## 121       150    10         South Coast         CA South
## 122       160     6         South Coast         CA South
## 123       170     1         South Coast         CA South
## 124       180     1         South Coast         CA South
## 125       190     1         South Coast         CA South
## 126        30     1         South Coast         CA South
## 127        40     1         South Coast         CA South
## 128        50     3         South Coast         CA South
## 129        60     3         South Coast         CA South
## 130        70     5         South Coast         CA South
## 131        80    16         South Coast         CA South
## 132        90    16         South Coast         CA South
## 133       100    14         South Coast         CA South
## 134       110    23         South Coast         CA South
## 135       120    29         South Coast         CA South
## 136       130    26         South Coast         CA South
## 137       140    15         South Coast         CA South
## 138       150     8         South Coast         CA South
## 139       160     1         South Coast         CA South
## 140       190     1         South Coast         CA South
## 141        70     1         South Coast         CA South
## 142        80     2         South Coast         CA South
## 143       100     1         South Coast         CA South
## 144       110     1         South Coast         CA South
## 145       120     1         South Coast         CA South
## 146       130     2         South Coast         CA South
## 147       140     1         South Coast         CA South
## 148        70     1         South Coast         CA South
## 149        90     1         South Coast         CA South
## 150       100     1         South Coast         CA South
## 151       120     1         South Coast         CA South
## 152        40     1         South Coast         CA South
## 153        50     1         South Coast         CA South
## 154        90     1         South Coast         CA South
## 155       100     1         South Coast         CA South
## 156       110     1         South Coast         CA South
## 157       120     3         South Coast         CA South
## 158       130     2         South Coast         CA South
## 159       140     1         South Coast         CA South
## 160       140     3         South Coast         CA South
## 161       150     1         South Coast         CA South
## 162       180     1         South Coast         CA South
## 163        80     1         South Coast         CA South
## 164       140     1         South Coast         CA South
## 165        20     1         South Coast         CA South
## 166        40     2         South Coast         CA South
## 167        50     2         South Coast         CA South
## 168        60     1         South Coast         CA South
## 169        70     1         South Coast         CA South
## 170        80     1         South Coast         CA South
## 171        40     1         South Coast         CA South
## 172        50     3         South Coast         CA South
## 173        70     1         South Coast         CA South
## 174        40     7         North Coast         CA North
## 175        50    16         North Coast         CA North
## 176        60    16         North Coast         CA North
## 177        70    25         North Coast         CA North
## 178        80    26         North Coast         CA North
## 179        90    19         North Coast         CA North
## 180       100    14         North Coast         CA North
## 181       110     5         North Coast         CA North
## 182        50     3         North Coast         CA North
## 183        60    19         North Coast         CA North
## 184        70    40         North Coast         CA North
## 185        80    43         North Coast         CA North
## 186        90    27         North Coast         CA North
## 187       100    11         North Coast         CA North
## 188       110     3         North Coast         CA North
## 189       120     1         North Coast         CA North
## 190        40     1         North Coast         CA North
## 191        50     2         North Coast         CA North
## 192        60    10         North Coast         CA North
## 193        70    16         North Coast         CA North
## 194        80    14         North Coast         CA North
## 195        90     6         North Coast         CA North
## 196       100     4         North Coast         CA North
## 197       110     3         North Coast         CA North
## 198       120     3         North Coast         CA North
## 199       130     2         North Coast         CA North
## 200        60     1         North Coast         CA North
## 201        70     3         North Coast         CA North
## 202        80     1         North Coast         CA North
## 203        90     7         North Coast         CA North
## 204       100     3         North Coast         CA North
## 205       110     2         North Coast         CA North
## 206        10     2         North Coast         CA North
## 207        20     5         North Coast         CA North
## 208        30     7         North Coast         CA North
## 209        90     4         North Coast         CA North
## 210       100    10         North Coast         CA North
## 211       110     2         North Coast         CA North
## 212       120     2         North Coast         CA North
## 213        20     4         North Coast         CA North
## 214        30    12         North Coast         CA North
## 215        40    14         North Coast         CA North
## 216        50    19         North Coast         CA North
## 217        60    16         North Coast         CA North
## 218        70     9         North Coast         CA North
## 219        80    10         North Coast         CA North
## 220        90     7         North Coast         CA North
## 221       100     9         North Coast         CA North
## 222       110     8         North Coast         CA North
## 223       120     2         North Coast         CA North
## 224        20     3         North Coast         CA North
## 225        30     7         North Coast         CA North
## 226        40    21         North Coast         CA North
## 227        50    21         North Coast         CA North
## 228        60    12         North Coast         CA North
## 229        70    10         North Coast         CA North
## 230        80    10         North Coast         CA North
## 231        90     4         North Coast         CA North
## 232       100     4         North Coast         CA North
## 233       110     3         North Coast         CA North
## 234        20     6         North Coast         CA North
## 235        30    30         North Coast         CA North
## 236        40    63         North Coast         CA North
## 237        50    52         North Coast         CA North
## 238        60    71         North Coast         CA North
## 239        70    58         North Coast         CA North
## 240        80    66         North Coast         CA North
## 241        90    47         North Coast         CA North
## 242       100    47         North Coast         CA North
## 243       110    23         North Coast         CA North
## 244       120    23         North Coast         CA North
## 245       130    16         North Coast         CA North
## 246       140     9         North Coast         CA North
## 247       150     3         North Coast         CA North
## 248       160     3         North Coast         CA North
## 249       180     1         North Coast         CA North
## 250        20     1         North Coast         CA North
## 251        30    13         North Coast         CA North
## 252        40    25         North Coast         CA North
## 253        50    56         North Coast         CA North
## 254        60    61         North Coast         CA North
## 255        70    72         North Coast         CA North
## 256        80    61         North Coast         CA North
## 257        90    37         North Coast         CA North
## 258       100    31         North Coast         CA North
## 259       110    25         North Coast         CA North
## 260       120     9         North Coast         CA North
## 261       130     4         North Coast         CA North
## 262       140     2         North Coast         CA North
## 263        20     3         North Coast         CA North
## 264        30     8         North Coast         CA North
## 265        40    24         North Coast         CA North
## 266        50    60         North Coast         CA North
## 267        60    50         North Coast         CA North
## 268        70    84         North Coast         CA North
## 269        80    26         North Coast         CA North
## 270        90    21         North Coast         CA North
## 271       100    12         North Coast         CA North
## 272       110    16         North Coast         CA North
## 273       120    16         North Coast         CA North
## 274       130    12         North Coast         CA North
## 275       140     4         North Coast         CA North
## 276       150     2         North Coast         CA North
## 277        30     3         North Coast         CA North
## 278        40     6         North Coast         CA North
## 279        50     9         North Coast         CA North
## 280        60     9         North Coast         CA North
## 281        70    14         North Coast         CA North
## 282        80    10         North Coast         CA North
## 283        90    11         North Coast         CA North
## 284       100     3         North Coast         CA North
## 285       110     1         North Coast         CA North
## 286       140     2         North Coast         CA North
## 287       150     3         North Coast         CA North
## 288       180     1         North Coast         CA North
## 289       190     2         North Coast         CA North
## 290       200     1         North Coast         CA North
## 291         5    33         North Coast         CA North
## 292        10    50         North Coast         CA North
## 293        20    19         North Coast         CA North
## 294        30     3         North Coast         CA North
## 295        40     7         North Coast         CA North
## 296        50    11         North Coast         CA North
## 297        60    11         North Coast         CA North
## 298        70     8         North Coast         CA North
## 299        80     9         North Coast         CA North
## 300        90    13         North Coast         CA North
## 301       100     9         North Coast         CA North
## 302       110     4         North Coast         CA North
## 303       120     6         North Coast         CA North
## 304         5    20         North Coast         CA North
## 305        10   189         North Coast         CA North
## 306        20   160         North Coast         CA North
## 307        30    28         North Coast         CA North
## 308        40     9         North Coast         CA North
## 309        50     7         North Coast         CA North
## 310        60     8         North Coast         CA North
## 311        70     7         North Coast         CA North
## 312        80     9         North Coast         CA North
## 313        90     4         North Coast         CA North
## 314       100     2         North Coast         CA North
## 315       110     5         North Coast         CA North
## 316       120    10         North Coast         CA North
## 317       130     3         North Coast         CA North
## 318       140     1         North Coast         CA North
## 319         5    15         North Coast         CA North
## 320        10    86         North Coast         CA North
## 321        20    89         North Coast         CA North
## 322        30    61         North Coast         CA North
## 323        40    17         North Coast         CA North
## 324        50     9         North Coast         CA North
## 325        60     9         North Coast         CA North
## 326        70     4         North Coast         CA North
## 327        80     9         North Coast         CA North
## 328        90     4         North Coast         CA North
## 329       100    11         North Coast         CA North
## 330       120     5         North Coast         CA North
## 331       130     3         North Coast         CA North
## 332       140     2         North Coast         CA North
## 333       200     1         North Coast         CA North
## 334         5    20         North Coast         CA North
## 335        10   203         North Coast         CA North
## 336        20   222         North Coast         CA North
## 337        30    84         North Coast         CA North
## 338        40    39         North Coast         CA North
## 339        50    21         North Coast         CA North
## 340        60    15         North Coast         CA North
## 341        70    16         North Coast         CA North
## 342        80    13         North Coast         CA North
## 343        90    14         North Coast         CA North
## 344       100     9         North Coast         CA North
## 345       110     6         North Coast         CA North
## 346       120     6         North Coast         CA North
## 347       130     4         North Coast         CA North
## 348       140     1         North Coast         CA North
## 349       150     4         North Coast         CA North
## 350       160     3         North Coast         CA North
## 351       180     1         North Coast         CA North
## 352        30    10         North Coast         CA North
## 353        40    18         North Coast         CA North
## 354        50    41         North Coast         CA North
## 355        60    49         North Coast         CA North
## 356        70    56         North Coast         CA North
## 357        80    24         North Coast         CA North
## 358        90    17         North Coast         CA North
## 359       100     7         North Coast         CA North
## 360       110     5         North Coast         CA North
## 361       120     1         North Coast         CA North
## 362        40    13         North Coast         CA North
## 363        50    56         North Coast         CA North
## 364        60    71         North Coast         CA North
## 365        70    77         North Coast         CA North
## 366        80    64         North Coast         CA North
## 367        90    33         North Coast         CA North
## 368       100    10         North Coast         CA North
## 369       110     7         North Coast         CA North
## 370       120     3         North Coast         CA North
## 371       130     2         North Coast         CA North
## 372       150     1         North Coast         CA North
## 373        20     3         North Coast         CA North
## 374        30    11         North Coast         CA North
## 375        40    11         North Coast         CA North
## 376        50    29         North Coast         CA North
## 377        60    44         North Coast         CA North
## 378        70    48         North Coast         CA North
## 379        80    27         North Coast         CA North
## 380        90    19         North Coast         CA North
## 381       100     8         North Coast         CA North
## 382       110     5         North Coast         CA North
## 383       120     2         North Coast         CA North
## 384       170     1         North Coast         CA North
## 385        10     2         North Coast         CA North
## 386        40     1         North Coast         CA North
## 387        50     5         North Coast         CA North
## 388        60    10         North Coast         CA North
## 389        70    14         North Coast         CA North
## 390        80     7         North Coast         CA North
## 391        90     4         North Coast         CA North
## 392       100     2         North Coast         CA North
## 393       110     1         North Coast         CA North
## 394         5    84         North Coast         CA North
## 395        10   166         North Coast         CA North
## 396        20   184         North Coast         CA North
## 397        30    31         North Coast         CA North
## 398        40    10         North Coast         CA North
## 399        50     7         North Coast         CA North
## 400        60     7         North Coast         CA North
## 401        70    24         North Coast         CA North
## 402        80    26         North Coast         CA North
## 403        90    17         North Coast         CA North
## 404       100     7         North Coast         CA North
## 405       110     5         North Coast         CA North
## 406       120     2         North Coast         CA North
## 407         5    38         North Coast         CA North
## 408        10   335         North Coast         CA North
## 409        20   252         North Coast         CA North
## 410        30    75         North Coast         CA North
## 411        40    19         North Coast         CA North
## 412        50     5         North Coast         CA North
## 413        60     2         North Coast         CA North
## 414        70     5         North Coast         CA North
## 415        80     3         North Coast         CA North
## 416        90     4         North Coast         CA North
## 417       100     2         North Coast         CA North
## 418       110     5         North Coast         CA North
## 419       120     2         North Coast         CA North
## 420         5   108         North Coast         CA North
## 421        10   239         North Coast         CA North
## 422        20   135         North Coast         CA North
## 423        30    41         North Coast         CA North
## 424        40     9         North Coast         CA North
## 425        50     4         North Coast         CA North
## 426        60     4         North Coast         CA North
## 427        70     1         North Coast         CA North
## 428        80     2         North Coast         CA North
## 429        90     5         North Coast         CA North
## 430       100     1         North Coast         CA North
## 431       110     1         North Coast         CA North
## 432         5    52         North Coast         CA North
## 433        10   304         North Coast         CA North
## 434        20   190         North Coast         CA North
## 435        30    57         North Coast         CA North
## 436        40     5         North Coast         CA North
## 437        70     2         North Coast         CA North
## 438        80     2         North Coast         CA North
## 439        20     1                  OR               OR
## 440        30     2                  OR               OR
## 441        40     8                  OR               OR
## 442        50    21                  OR               OR
## 443        60    33                  OR               OR
## 444        70    29                  OR               OR
## 445        80    39                  OR               OR
## 446        90    33                  OR               OR
## 447       100    40                  OR               OR
## 448       110    30                  OR               OR
## 449       120    29                  OR               OR
## 450       130     9                  OR               OR
## 451       140    12                  OR               OR
## 452       150    10                  OR               OR
## 453       160     3                  OR               OR
## 454       170     1                  OR               OR
## 455       190     1                  OR               OR
## 456        50     4                  OR               OR
## 457        60     2                  OR               OR
## 458        70     5                  OR               OR
## 459        80    10                  OR               OR
## 460        90     5                  OR               OR
## 461       100     5                  OR               OR
## 462       110     7                  OR               OR
## 463       120     6                  OR               OR
## 464       130     1                  OR               OR
## 465       140     2                  OR               OR
## 466       180     1                  OR               OR
## 467         5     6                  OR               OR
## 468        10    60                  OR               OR
## 469        20    47                  OR               OR
## 470        30    23                  OR               OR
## 471        40     5                  OR               OR
## 472        50     2                  OR               OR
## 473        60     3                  OR               OR
## 474        70     7                  OR               OR
## 475        80     6                  OR               OR
## 476        90     1                  OR               OR
## 477       100    10                  OR               OR
## 478       110     5                  OR               OR
## 479       120     8                  OR               OR
## 480       130     7                  OR               OR
## 481       150     2                  OR               OR
## 482         5     7                  OR               OR
## 483        10    53                  OR               OR
## 484        20    75                  OR               OR
## 485        30    43                  OR               OR
## 486        40    21                  OR               OR
## 487        50    16                  OR               OR
## 488        60    11                  OR               OR
## 489        70     4                  OR               OR
## 490        80     2                  OR               OR
## 491        90     5                  OR               OR
## 492       100     3                  OR               OR
## 493       110     2                  OR               OR
## 494       120     5                  OR               OR
## 495       130     2                  OR               OR
## 496       150     1                  OR               OR
## 497       160     1                  OR               OR
## 498       180     1                  OR               OR
## 499        60     5                NULL WA Olympic Coast
## 500        70    28                NULL WA Olympic Coast
## 501        80    53                NULL WA Olympic Coast
## 502        90   131                NULL WA Olympic Coast
## 503       100   133                NULL WA Olympic Coast
## 504       110    79                NULL WA Olympic Coast
## 505       120    24                NULL WA Olympic Coast
## 506       130     8                NULL WA Olympic Coast
## 507        60     3                NULL WA Olympic Coast
## 508        70    25                NULL WA Olympic Coast
## 509        80    34                NULL WA Olympic Coast
## 510        90    58                NULL WA Olympic Coast
## 511       100    75                NULL WA Olympic Coast
## 512       110    36                NULL WA Olympic Coast
## 513       120    21                NULL WA Olympic Coast
## 514       130     8                NULL WA Olympic Coast
## 515       190     2                NULL WA Olympic Coast
## 516        40     2                NULL WA Olympic Coast
## 517        50     2                NULL WA Olympic Coast
## 518        60     1                NULL WA Olympic Coast
## 519        90     7                NULL WA Olympic Coast
## 520       100     6                NULL WA Olympic Coast
## 521       110    11                NULL WA Olympic Coast
## 522       130     1                NULL WA Olympic Coast
## 523        10     4                NULL WA Olympic Coast
## 524        30     4                NULL WA Olympic Coast
## 525        40     3                NULL WA Olympic Coast
## 526        50     2                NULL WA Olympic Coast
## 527        60     1                NULL WA Olympic Coast
## 528        70     1                NULL WA Olympic Coast
## 529        90     2                NULL WA Olympic Coast
## 530       100     5                NULL WA Olympic Coast
## 531       110     1                NULL WA Olympic Coast
## 532       120     7                NULL WA Olympic Coast
## 533       130     1                NULL WA Olympic Coast
## 534        10     8       Central Coast       CA Central
## 535        20    21       Central Coast       CA Central
## 536        30    24       Central Coast       CA Central
## 537        40    31       Central Coast       CA Central
## 538        50    29       Central Coast       CA Central
## 539        60    24       Central Coast       CA Central
## 540        70    25       Central Coast       CA Central
## 541        80    32       Central Coast       CA Central
## 542        90    17       Central Coast       CA Central
## 543       100    24       Central Coast       CA Central
## 544       110    13       Central Coast       CA Central
## 545       120     2       Central Coast       CA Central
## 546         5    75       Central Coast       CA Central
## 547        10    47       Central Coast       CA Central
## 548        20    38       Central Coast       CA Central
## 549        30    19       Central Coast       CA Central
## 550        40    22       Central Coast       CA Central
## 551        50    18       Central Coast       CA Central
## 552        60    29       Central Coast       CA Central
## 553        70    30       Central Coast       CA Central
## 554        80    17       Central Coast       CA Central
## 555        90     9       Central Coast       CA Central
## 556       100    24       Central Coast       CA Central
## 557       110     9       Central Coast       CA Central
## 558       120     2       Central Coast       CA Central
## 559         5    62       Central Coast       CA Central
## 560        10    49       Central Coast       CA Central
## 561        20    21       Central Coast       CA Central
## 562        30    14       Central Coast       CA Central
## 563        40     6       Central Coast       CA Central
## 564        50     7       Central Coast       CA Central
## 565        70     1       Central Coast       CA Central
## 566        80     1       Central Coast       CA Central
## 567        90     1       Central Coast       CA Central
## 568         5    63       Central Coast       CA Central
## 569        10    92       Central Coast       CA Central
## 570        20    36       Central Coast       CA Central
## 571        30    24       Central Coast       CA Central
## 572        40     6       Central Coast       CA Central
## 573        50     2       Central Coast       CA Central
## 574        60     1       Central Coast       CA Central
## 575       100     2       Central Coast       CA Central
## 576         5    47       Central Coast       CA Central
## 577        10   103       Central Coast       CA Central
## 578        20    73       Central Coast       CA Central
## 579        30    49       Central Coast       CA Central
## 580        40    23       Central Coast       CA Central
## 581        50     7       Central Coast       CA Central
## 582        60     2       Central Coast       CA Central
## 583        70     1       Central Coast       CA Central
## 584       100     1       Central Coast       CA Central
## 585       120     2       Central Coast       CA Central
## 586       130     1       Central Coast       CA Central
## 587         5    13       Central Coast       CA Central
## 588        10    61       Central Coast       CA Central
## 589        20    62       Central Coast       CA Central
## 590        30    20       Central Coast       CA Central
## 591        40     9       Central Coast       CA Central
## 592        50     9       Central Coast       CA Central
## 593        90     1       Central Coast       CA Central
## 594       100     1       Central Coast       CA Central
## 595         5     1       Central Coast       CA Central
## 596        10    28       Central Coast       CA Central
## 597        20    47       Central Coast       CA Central
## 598        30    32       Central Coast       CA Central
## 599        40    31       Central Coast       CA Central
## 600        50    18       Central Coast       CA Central
## 601        60     9       Central Coast       CA Central
## 602        70     2       Central Coast       CA Central
## 603        80     2       Central Coast       CA Central
## 604       100     1       Central Coast       CA Central
## 605        10     2       Central Coast       CA Central
## 606        20     5       Central Coast       CA Central
## 607        30    24       Central Coast       CA Central
## 608        40    17       Central Coast       CA Central
## 609        50    24       Central Coast       CA Central
## 610        60    13       Central Coast       CA Central
## 611        70     4       Central Coast       CA Central
## 612        80     9       Central Coast       CA Central
## 613        90     2       Central Coast       CA Central
## 614       100     2       Central Coast       CA Central
## 615       110     1       Central Coast       CA Central
## 616        10     1       Central Coast       CA Central
## 617        20     3       Central Coast       CA Central
## 618        30    17       Central Coast       CA Central
## 619        40    15       Central Coast       CA Central
## 620        50    27       Central Coast       CA Central
## 621        60    17       Central Coast       CA Central
## 622        70    10       Central Coast       CA Central
## 623        80     7       Central Coast       CA Central
## 624        90     2       Central Coast       CA Central
## 625       110     2       Central Coast       CA Central
## 626         5    13       Central Coast       CA Central
## 627        10    13       Central Coast       CA Central
## 628        20     1       Central Coast       CA Central
## 629        30     4       Central Coast       CA Central
## 630        40     7       Central Coast       CA Central
## 631        50     9       Central Coast       CA Central
## 632        60     2       Central Coast       CA Central
## 633        80     1       Central Coast       CA Central
## 634        90     2       Central Coast       CA Central
## 635       100     1       Central Coast       CA Central
## 636         5     9       Central Coast       CA Central
## 637        10    30       Central Coast       CA Central
## 638        20    12       Central Coast       CA Central
## 639        30     4       Central Coast       CA Central
## 640        40     3       Central Coast       CA Central
## 641        50     4       Central Coast       CA Central
## 642        60     3       Central Coast       CA Central
## 643        70     2       Central Coast       CA Central
## 644         5     4       Central Coast       CA Central
## 645        10    19       Central Coast       CA Central
## 646        20    17       Central Coast       CA Central
## 647        30    12       Central Coast       CA Central
## 648        40     1       Central Coast       CA Central
## 649        50     3       Central Coast       CA Central
## 650        60     1       Central Coast       CA Central
## 651        70     2       Central Coast       CA Central
## 652        80     3       Central Coast       CA Central
## 653       110     2       Central Coast       CA Central
## 654        10    17       Central Coast       CA Central
## 655        20    61       Central Coast       CA Central
## 656        30    30       Central Coast       CA Central
## 657        40    16       Central Coast       CA Central
## 658        50     5       Central Coast       CA Central
## 659        60     7       Central Coast       CA Central
## 660        70     2       Central Coast       CA Central
## 661        90     2       Central Coast       CA Central
## 662        10     9       Central Coast       CA Central
## 663        20    31       Central Coast       CA Central
## 664        30    32       Central Coast       CA Central
## 665        40     7       Central Coast       CA Central
## 666        50     5       Central Coast       CA Central
## 667        60     2       Central Coast       CA Central
## 668        70     5       Central Coast       CA Central
## 669        80     2       Central Coast       CA Central
## 670        90     3       Central Coast       CA Central
## 671       100     1       Central Coast       CA Central
## 672       110     1       Central Coast       CA Central
## 673       120     1       Central Coast       CA Central
## 674        50     1         South Coast         CA South
## 675        60     9         South Coast         CA South
## 676        70     8         South Coast         CA South
## 677        80    12         South Coast         CA South
## 678        90    27         South Coast         CA South
## 679       100    18         South Coast         CA South
## 680       110    14         South Coast         CA South
## 681       120     8         South Coast         CA South
## 682       140     3         South Coast         CA South
## 683       150     1         South Coast         CA South
## 684        30     1         South Coast         CA South
## 685        40     4         South Coast         CA South
## 686        50     2         South Coast         CA South
## 687        60     2         South Coast         CA South
## 688        70     7         South Coast         CA South
## 689        80    15         South Coast         CA South
## 690        90    13         South Coast         CA South
## 691       100    17         South Coast         CA South
## 692       110    31         South Coast         CA South
## 693       120    21         South Coast         CA South
## 694       130     5         South Coast         CA South
## 695       140     6         South Coast         CA South
## 696       150     1         South Coast         CA South
## 697       160     2         South Coast         CA South
## 698       170     1         South Coast         CA South
## 699        20     2         South Coast         CA South
## 700        30     1         South Coast         CA South
## 701        40     2         South Coast         CA South
## 702        50     6         South Coast         CA South
## 703        60     3         South Coast         CA South
## 704        70     2         South Coast         CA South
## 705        80     4         South Coast         CA South
## 706        90     8         South Coast         CA South
## 707       100    11         South Coast         CA South
## 708       110    14         South Coast         CA South
## 709       120    11         South Coast         CA South
## 710       130     4         South Coast         CA South
## 711       140     1         South Coast         CA South
## 712        10     1         South Coast         CA South
## 713        20     1         South Coast         CA South
## 714        30     2         South Coast         CA South
## 715        40     5         South Coast         CA South
## 716        50     2         South Coast         CA South
## 717        60     1         South Coast         CA South
## 718        70     2         South Coast         CA South
## 719        80     2         South Coast         CA South
## 720       100     1         South Coast         CA South
## 721       120     1         South Coast         CA South
## 722       130     1         South Coast         CA South
## 723        40     1         South Coast         CA South
## 724        50     2         South Coast         CA South
## 725        60     3         South Coast         CA South
## 726        80     2         South Coast         CA South
## 727       100     1         South Coast         CA South
## 728       110     1         South Coast         CA South
## 729       120     1         South Coast         CA South
## 730       130     3         South Coast         CA South
## 731        30     1         South Coast         CA South
## 732        40     4         South Coast         CA South
## 733        50     7         South Coast         CA South
## 734        60     7         South Coast         CA South
## 735        70     3         South Coast         CA South
## 736        80     1         South Coast         CA South
## 737        90     1         South Coast         CA South
## 738       100     2         South Coast         CA South
## 739       110     1         South Coast         CA South
## 740       120     1         South Coast         CA South
## 741       130     1         South Coast         CA South
## 742        40     1         South Coast         CA South
## 743        50     7         South Coast         CA South
## 744        60     2         South Coast         CA South
## 745        70     6         South Coast         CA South
## 746        80     2         South Coast         CA South
## 747        90     6         South Coast         CA South
## 748       100     3         South Coast         CA South
## 749       110     3         South Coast         CA South
## 750        70     2         South Coast         CA South
## 751        80     8         South Coast         CA South
## 752        90     6         South Coast         CA South
## 753       100     9         South Coast         CA South
## 754       110     5         South Coast         CA South
## 755       120     2         South Coast         CA South
## 756       130     5         South Coast         CA South
## 757       150     1         South Coast         CA South
## 758        30     4       Central Coast       CA Central
## 759        40     6       Central Coast       CA Central
## 760        50    18       Central Coast       CA Central
## 761        60    26       Central Coast       CA Central
## 762        70    23       Central Coast       CA Central
## 763        80    22       Central Coast       CA Central
## 764        90    13       Central Coast       CA Central
## 765       100     7       Central Coast       CA Central
## 766       110     1       Central Coast       CA Central
## 767        10     8       Central Coast       CA Central
## 768        20     7       Central Coast       CA Central
## 769        30    23       Central Coast       CA Central
## 770        40    45       Central Coast       CA Central
## 771        50    54       Central Coast       CA Central
## 772        60    51       Central Coast       CA Central
## 773        70    58       Central Coast       CA Central
## 774        80    43       Central Coast       CA Central
## 775        90    21       Central Coast       CA Central
## 776       100    12       Central Coast       CA Central
## 777       110     8       Central Coast       CA Central
## 778       120     8       Central Coast       CA Central
## 779       130     3       Central Coast       CA Central
## 780       150     1       Central Coast       CA Central
## 781        10     1       Central Coast       CA Central
## 782        20     2       Central Coast       CA Central
## 783        30     2       Central Coast       CA Central
## 784        40     2       Central Coast       CA Central
## 785        50     2       Central Coast       CA Central
## 786        60     2       Central Coast       CA Central
## 787        80     1       Central Coast       CA Central
## 788        90     1       Central Coast       CA Central
## 789         5     2       Central Coast       CA Central
## 790        10    22       Central Coast       CA Central
## 791        20    19       Central Coast       CA Central
## 792        30     9       Central Coast       CA Central
## 793        40     2       Central Coast       CA Central
## 794        50     1       Central Coast       CA Central
## 795        60     3       Central Coast       CA Central
## 796        70     3       Central Coast       CA Central
## 797        80     2       Central Coast       CA Central
## 798        90     5       Central Coast       CA Central
## 799        10     4       Central Coast       CA Central
## 800        20     5       Central Coast       CA Central
## 801        30     6       Central Coast       CA Central
## 802        40     3       Central Coast       CA Central
## 803        50     1       Central Coast       CA Central
## 804        60     1       Central Coast       CA Central
## 805        70     2       Central Coast       CA Central
## 806        80     3       Central Coast       CA Central
## 807        90     5       Central Coast       CA Central
## 808       100     1       Central Coast       CA Central
## 809        50     3                NULL               AK
## 810        60     6                NULL               AK
## 811        70     7                NULL               AK
## 812        80    25                NULL               AK
## 813        90     9                NULL               AK
## 814       100     6                NULL               AK
## 815       120     1                NULL               AK
## 816       180     1                NULL               AK
## 817       190     1                NULL               AK
## 818        50     3                NULL               AK
## 819        60    11                NULL               AK
## 820        70    28                NULL               AK
## 821        80    40                NULL               AK
## 822        90    31                NULL               AK
## 823       100    16                NULL               AK
## 824       110    15                NULL               AK
## 825       120     1                NULL               AK
## 826        50     4                NULL               AK
## 827        60     1                NULL               AK
## 828        70     1                NULL               AK
## 829        80     5                NULL               AK
## 830        90     6                NULL               AK
## 831       100     1                NULL               AK
## 832        40     1                NULL               AK
## 833        50     1                NULL               AK
## 834        60     1                NULL               AK
## 835        70     1                NULL               AK
## 836        80     1                NULL               AK
## 837        90     5                NULL               AK
## 838       100     1                NULL               AK
## 839       110     2                NULL               AK
## 840       120     1                NULL               AK
## 841        30     1       Central Coast       CA Central
## 842        40     5       Central Coast       CA Central
## 843        50     5       Central Coast       CA Central
## 844        60    10       Central Coast       CA Central
## 845        70    27       Central Coast       CA Central
## 846        80    23       Central Coast       CA Central
## 847        90    25       Central Coast       CA Central
## 848       100    18       Central Coast       CA Central
## 849       110    11       Central Coast       CA Central
## 850       120    12       Central Coast       CA Central
## 851       130    10       Central Coast       CA Central
## 852       140     2       Central Coast       CA Central
## 853        20     3       Central Coast       CA Central
## 854        30     1       Central Coast       CA Central
## 855        40     1       Central Coast       CA Central
## 856        50     1       Central Coast       CA Central
## 857        60    13       Central Coast       CA Central
## 858        70     5       Central Coast       CA Central
## 859        80     3       Central Coast       CA Central
## 860        90     5       Central Coast       CA Central
## 861       100     4       Central Coast       CA Central
## 862       110     4       Central Coast       CA Central
## 863       120     2       Central Coast       CA Central
## 864       130     1       Central Coast       CA Central
## 865       140     1       Central Coast       CA Central
## 866        20     1       Central Coast       CA Central
## 867        30     2       Central Coast       CA Central
## 868        40     3       Central Coast       CA Central
## 869        50     3       Central Coast       CA Central
## 870        60     6       Central Coast       CA Central
## 871        70     7       Central Coast       CA Central
## 872        80     3       Central Coast       CA Central
## 873        90     6       Central Coast       CA Central
## 874       100     2       Central Coast       CA Central
## 875       120     1       Central Coast       CA Central
## 876       140     1       Central Coast       CA Central
## 877        20     4       Central Coast       CA Central
## 878        30     3       Central Coast       CA Central
## 879        40     4       Central Coast       CA Central
## 880        50     3       Central Coast       CA Central
## 881        60     2       Central Coast       CA Central
## 882        70     1       Central Coast       CA Central
## 883        80     1       Central Coast       CA Central
## 884        90     2       Central Coast       CA Central
## 885       100     1       Central Coast       CA Central
## 886       130     1       Central Coast       CA Central
## 887       140     1       Central Coast       CA Central
## 888        20     1       Central Coast       CA Central
## 889        30     1       Central Coast       CA Central
## 890        40     1       Central Coast       CA Central
## 891        50     1       Central Coast       CA Central
## 892        60     2       Central Coast       CA Central
## 893        70     2       Central Coast       CA Central
## 894        80     3       Central Coast       CA Central
## 895        90     2       Central Coast       CA Central
## 896       100     2       Central Coast       CA Central
## 897       120     1       Central Coast       CA Central
## 898         5     1       Central Coast       CA Central
## 899        10     1       Central Coast       CA Central
## 900        20     7       Central Coast       CA Central
## 901        30    12       Central Coast       CA Central
## 902        40     9       Central Coast       CA Central
## 903        50     6       Central Coast       CA Central
## 904        60     5       Central Coast       CA Central
## 905        70    10       Central Coast       CA Central
## 906        80     7       Central Coast       CA Central
## 907        90     3       Central Coast       CA Central
## 908       100     7       Central Coast       CA Central
## 909       110     2       Central Coast       CA Central
## 910       120     1       Central Coast       CA Central
## 911       130     2       Central Coast       CA Central
## 912        20     5       Central Coast       CA Central
## 913        30    10       Central Coast       CA Central
## 914        40     3       Central Coast       CA Central
## 915        50     7       Central Coast       CA Central
## 916        60     9       Central Coast       CA Central
## 917        70     9       Central Coast       CA Central
## 918        80     5       Central Coast       CA Central
## 919        90     6       Central Coast       CA Central
## 920       100     1       Central Coast       CA Central
## 921       110     5       Central Coast       CA Central
## 922       120     4       Central Coast       CA Central
## 923       130     3       Central Coast       CA Central
## 924       180     1       Central Coast       CA Central
## 925        20     1 North Central Coast CA North Central
## 926        30     2 North Central Coast CA North Central
## 927        50     4 North Central Coast CA North Central
## 928        60     3 North Central Coast CA North Central
## 929        70    15 North Central Coast CA North Central
## 930        80    24 North Central Coast CA North Central
## 931        90    17 North Central Coast CA North Central
## 932       100    27 North Central Coast CA North Central
## 933       110    36 North Central Coast CA North Central
## 934       120    27 North Central Coast CA North Central
## 935       130    29 North Central Coast CA North Central
## 936       140    16 North Central Coast CA North Central
## 937       150     5 North Central Coast CA North Central
## 938       160     2 North Central Coast CA North Central
## 939       170     1 North Central Coast CA North Central
## 940       180     1 North Central Coast CA North Central
## 941        40     2 North Central Coast CA North Central
## 942        50     4 North Central Coast CA North Central
## 943        60     7 North Central Coast CA North Central
## 944        70     8 North Central Coast CA North Central
## 945        80     8 North Central Coast CA North Central
## 946        90    14 North Central Coast CA North Central
## 947       100    22 North Central Coast CA North Central
## 948       110    19 North Central Coast CA North Central
## 949       120    18 North Central Coast CA North Central
## 950       130     9 North Central Coast CA North Central
## 951       140     4 North Central Coast CA North Central
## 952       150    11 North Central Coast CA North Central
## 953       160     1 North Central Coast CA North Central
## 954       170     2 North Central Coast CA North Central
## 955        10    16 North Central Coast CA North Central
## 956        20     5 North Central Coast CA North Central
## 957        30    12 North Central Coast CA North Central
## 958        40    17 North Central Coast CA North Central
## 959        50     6 North Central Coast CA North Central
## 960        60     2 North Central Coast CA North Central
## 961        70     5 North Central Coast CA North Central
## 962        80     9 North Central Coast CA North Central
## 963        90    12 North Central Coast CA North Central
## 964       100    15 North Central Coast CA North Central
## 965       110     9 North Central Coast CA North Central
## 966       120     9 North Central Coast CA North Central
## 967       130    12 North Central Coast CA North Central
## 968       140     3 North Central Coast CA North Central
## 969       150     1 North Central Coast CA North Central
## 970       160     1 North Central Coast CA North Central
## 971       170     2 North Central Coast CA North Central
## 972        10    11 North Central Coast CA North Central
## 973        20    24 North Central Coast CA North Central
## 974        30    45 North Central Coast CA North Central
## 975        40    42 North Central Coast CA North Central
## 976        50    23 North Central Coast CA North Central
## 977        60    11 North Central Coast CA North Central
## 978        70     6 North Central Coast CA North Central
## 979        80     5 North Central Coast CA North Central
## 980        90    10 North Central Coast CA North Central
## 981       100     7 North Central Coast CA North Central
## 982       110    10 North Central Coast CA North Central
## 983       120     7 North Central Coast CA North Central
## 984       130    12 North Central Coast CA North Central
## 985       140     6 North Central Coast CA North Central
## 986       150     4 North Central Coast CA North Central
## 987       160     4 North Central Coast CA North Central
## 988       170     2 North Central Coast CA North Central
## 989       180     2 North Central Coast CA North Central
## 990        30     2         South Coast         CA South
## 991        40     4         South Coast         CA South
## 992        50    10         South Coast         CA South
## 993        60    17         South Coast         CA South
## 994        70    18         South Coast         CA South
## 995        80    24         South Coast         CA South
## 996        90    47         South Coast         CA South
## 997       100    58         South Coast         CA South
## 998       110    51         South Coast         CA South
## 999       120    42         South Coast         CA South
## 1000      130    17         South Coast         CA South
## 1001      140    16         South Coast         CA South
## 1002      150    15         South Coast         CA South
## 1003      160    10         South Coast         CA South
## 1004      170     5         South Coast         CA South
## 1005      180     2         South Coast         CA South
## 1006      200     1         South Coast         CA South
## 1007       30     1         South Coast         CA South
## 1008       50     2         South Coast         CA South
## 1009       60     6         South Coast         CA South
## 1010       70     9         South Coast         CA South
## 1011       80    14         South Coast         CA South
## 1012       90    29         South Coast         CA South
## 1013      100    47         South Coast         CA South
## 1014      110    65         South Coast         CA South
## 1015      120    70         South Coast         CA South
## 1016      130    32         South Coast         CA South
## 1017      140    19         South Coast         CA South
## 1018      150    14         South Coast         CA South
## 1019      160     2         South Coast         CA South
## 1020      170     2         South Coast         CA South
## 1021      180     1         South Coast         CA South
## 1022       20     1         South Coast         CA South
## 1023       80     2         South Coast         CA South
## 1024       90     5         South Coast         CA South
## 1025      100     3         South Coast         CA South
## 1026      110     1         South Coast         CA South
## 1027      120     1         South Coast         CA South
## 1028       10     1         South Coast         CA South
## 1029       40     1         South Coast         CA South
## 1030       50     4         South Coast         CA South
## 1031       60     6         South Coast         CA South
## 1032       70     2         South Coast         CA South
## 1033       80     3         South Coast         CA South
## 1034       90     2         South Coast         CA South
## 1035      110     2         South Coast         CA South
## 1036      120     2         South Coast         CA South
## 1037      150     1         South Coast         CA South
## 1038       20     1         South Coast         CA South
## 1039       40     1         South Coast         CA South
## 1040       50     1         South Coast         CA South
## 1041       50     1       Central Coast       CA Central
## 1042       60     2       Central Coast       CA Central
## 1043       70    10       Central Coast       CA Central
## 1044       80    19       Central Coast       CA Central
## 1045       90    28       Central Coast       CA Central
## 1046      100    34       Central Coast       CA Central
## 1047      110    18       Central Coast       CA Central
## 1048      120     6       Central Coast       CA Central
## 1049      130     2       Central Coast       CA Central
## 1050      140     1       Central Coast       CA Central
## 1051        5     4       Central Coast       CA Central
## 1052       10     1       Central Coast       CA Central
## 1053       20     1       Central Coast       CA Central
## 1054       30     2       Central Coast       CA Central
## 1055       40     2       Central Coast       CA Central
## 1056       60     6       Central Coast       CA Central
## 1057       70     9       Central Coast       CA Central
## 1058       80     9       Central Coast       CA Central
## 1059       90     5       Central Coast       CA Central
## 1060      100     8       Central Coast       CA Central
## 1061      110     3       Central Coast       CA Central
## 1062      120     2       Central Coast       CA Central
## 1063        5     1       Central Coast       CA Central
## 1064       10     2       Central Coast       CA Central
## 1065       20     2       Central Coast       CA Central
## 1066       40     2       Central Coast       CA Central
## 1067      100     2       Central Coast       CA Central
## 1068      120     1       Central Coast       CA Central
## 1069      130     1       Central Coast       CA Central
## 1070       50     1       Central Coast       CA Central
## 1071       80     1       Central Coast       CA Central
## 1072      110     1       Central Coast       CA Central
## 1073      120     1       Central Coast       CA Central
## 1074       10     2       Central Coast       CA Central
## 1075       30     5       Central Coast       CA Central
## 1076       40     6       Central Coast       CA Central
## 1077       50     5       Central Coast       CA Central
## 1078       60     1       Central Coast       CA Central
## 1079       70     1       Central Coast       CA Central
## 1080       90     1       Central Coast       CA Central
## 1081      110     1       Central Coast       CA Central
## 1082      120     1       Central Coast       CA Central
## 1083       10     1       Central Coast       CA Central
## 1084       30     4       Central Coast       CA Central
## 1085       40     3       Central Coast       CA Central
## 1086       50     3       Central Coast       CA Central
## 1087       60     4       Central Coast       CA Central
## 1088       90     1       Central Coast       CA Central
## 1089      110     1       Central Coast       CA Central
## 1090       30     5       Central Coast       CA Central
## 1091       40     4       Central Coast       CA Central
## 1092       50     4       Central Coast       CA Central
## 1093       60     5       Central Coast       CA Central
## 1094       70     4       Central Coast       CA Central
## 1095       80     3       Central Coast       CA Central
## 1096       90     3       Central Coast       CA Central
## 1097      100     1       Central Coast       CA Central
## 1098       50     1         South Coast         CA South
## 1099       60     2         South Coast         CA South
## 1100       70     4         South Coast         CA South
## 1101       80     6         South Coast         CA South
## 1102       90     5         South Coast         CA South
## 1103      100     8         South Coast         CA South
## 1104      110     9         South Coast         CA South
## 1105      120     9         South Coast         CA South
## 1106      130     6         South Coast         CA South
## 1107      140    12         South Coast         CA South
## 1108      150     4         South Coast         CA South
## 1109      160     2         South Coast         CA South
## 1110      170     2         South Coast         CA South
## 1111       50     1         South Coast         CA South
## 1112       60     3         South Coast         CA South
## 1113       70     1         South Coast         CA South
## 1114       80     8         South Coast         CA South
## 1115       90    16         South Coast         CA South
## 1116      100    29         South Coast         CA South
## 1117      110    18         South Coast         CA South
## 1118      120    22         South Coast         CA South
## 1119      130    30         South Coast         CA South
## 1120      140    31         South Coast         CA South
## 1121      150    20         South Coast         CA South
## 1122      160     4         South Coast         CA South
## 1123      170     4         South Coast         CA South
## 1124      180     5         South Coast         CA South
## 1125      190     2         South Coast         CA South
## 1126       90     1         South Coast         CA South
##               bioregion   island group_code_UCSC_other
## 1    OlyCstWA_2_SanFran Mainland                  UCSC
## 2    OlyCstWA_2_SanFran Mainland                  UCSC
## 3    OlyCstWA_2_SanFran Mainland                  UCSC
## 4    OlyCstWA_2_SanFran Mainland                  UCSC
## 5    OlyCstWA_2_SanFran Mainland                  UCSC
## 6    OlyCstWA_2_SanFran Mainland                  UCSC
## 7    OlyCstWA_2_SanFran Mainland                  UCSC
## 8    OlyCstWA_2_SanFran Mainland                  UCSC
## 9    OlyCstWA_2_SanFran Mainland                  UCSC
## 10   OlyCstWA_2_SanFran Mainland                  UCSC
## 11   OlyCstWA_2_SanFran Mainland                  UCSC
## 12   OlyCstWA_2_SanFran Mainland                  UCSC
## 13   OlyCstWA_2_SanFran Mainland                  UCSC
## 14   OlyCstWA_2_SanFran Mainland                  UCSC
## 15   OlyCstWA_2_SanFran Mainland                  UCSC
## 16   OlyCstWA_2_SanFran Mainland                  UCSC
## 17   OlyCstWA_2_SanFran Mainland                  UCSC
## 18   OlyCstWA_2_SanFran Mainland                  UCSC
## 19   OlyCstWA_2_SanFran Mainland                  UCSC
## 20   OlyCstWA_2_SanFran Mainland                  UCSC
## 21   OlyCstWA_2_SanFran Mainland                  UCSC
## 22   OlyCstWA_2_SanFran Mainland                  UCSC
## 23   OlyCstWA_2_SanFran Mainland                  UCSC
## 24   OlyCstWA_2_SanFran Mainland                  UCSC
## 25   OlyCstWA_2_SanFran Mainland                  UCSC
## 26   OlyCstWA_2_SanFran Mainland                  UCSC
## 27   OlyCstWA_2_SanFran Mainland                  UCSC
## 28   OlyCstWA_2_SanFran Mainland                  UCSC
## 29   OlyCstWA_2_SanFran Mainland                  UCSC
## 30   OlyCstWA_2_SanFran Mainland                  UCSC
## 31   OlyCstWA_2_SanFran Mainland                  UCSC
## 32   OlyCstWA_2_SanFran Mainland                  UCSC
## 33   OlyCstWA_2_SanFran Mainland                  UCSC
## 34   OlyCstWA_2_SanFran Mainland                  UCSC
## 35   OlyCstWA_2_SanFran Mainland                  UCSC
## 36   OlyCstWA_2_SanFran Mainland                  UCSC
## 37   OlyCstWA_2_SanFran Mainland                  UCSC
## 38   OlyCstWA_2_SanFran Mainland                  UCSC
## 39   OlyCstWA_2_SanFran Mainland                  UCSC
## 40   OlyCstWA_2_SanFran Mainland                  UCSC
## 41   OlyCstWA_2_SanFran Mainland                  UCSC
## 42   OlyCstWA_2_SanFran Mainland                  UCSC
## 43   OlyCstWA_2_SanFran Mainland                  UCSC
## 44   OlyCstWA_2_SanFran Mainland                  UCSC
## 45   OlyCstWA_2_SanFran Mainland                  UCSC
## 46   OlyCstWA_2_SanFran Mainland                  UCSC
## 47   OlyCstWA_2_SanFran Mainland                  UCSC
## 48   OlyCstWA_2_SanFran Mainland                  UCSC
## 49   OlyCstWA_2_SanFran Mainland                  UCSC
## 50   OlyCstWA_2_SanFran Mainland                  UCSC
## 51   OlyCstWA_2_SanFran Mainland                  UCSC
## 52   OlyCstWA_2_SanFran Mainland                  UCSC
## 53   OlyCstWA_2_SanFran Mainland                  UCSC
## 54   OlyCstWA_2_SanFran Mainland                  UCSC
## 55   OlyCstWA_2_SanFran Mainland                  UCSC
## 56   OlyCstWA_2_SanFran Mainland                  UCSC
## 57   OlyCstWA_2_SanFran Mainland                  UCSC
## 58   OlyCstWA_2_SanFran Mainland                  UCSC
## 59   OlyCstWA_2_SanFran Mainland                  UCSC
## 60   OlyCstWA_2_SanFran Mainland                  UCSC
## 61   OlyCstWA_2_SanFran Mainland                  UCSC
## 62   OlyCstWA_2_SanFran Mainland                  UCSC
## 63   OlyCstWA_2_SanFran Mainland                  UCSC
## 64   OlyCstWA_2_SanFran Mainland                  UCSC
## 65   OlyCstWA_2_SanFran Mainland                  UCSC
## 66   OlyCstWA_2_SanFran Mainland                  UCSC
## 67   OlyCstWA_2_SanFran Mainland                  UCSC
## 68   OlyCstWA_2_SanFran Mainland                  UCSC
## 69   OlyCstWA_2_SanFran Mainland                  UCSC
## 70   OlyCstWA_2_SanFran Mainland                  UCSC
## 71   OlyCstWA_2_SanFran Mainland                  UCSC
## 72   OlyCstWA_2_SanFran Mainland                  UCSC
## 73   OlyCstWA_2_SanFran Mainland                  UCSC
## 74   OlyCstWA_2_SanFran Mainland                  UCSC
## 75   OlyCstWA_2_SanFran Mainland                  UCSC
## 76   OlyCstWA_2_SanFran Mainland                  UCSC
## 77   OlyCstWA_2_SanFran Mainland                  UCSC
## 78   OlyCstWA_2_SanFran Mainland                  UCSC
## 79   OlyCstWA_2_SanFran Mainland                  UCSC
## 80   OlyCstWA_2_SanFran Mainland                  UCSC
## 81   OlyCstWA_2_SanFran Mainland                  UCSC
## 82   OlyCstWA_2_SanFran Mainland                  UCSC
## 83   OlyCstWA_2_SanFran Mainland                  UCSC
## 84   OlyCstWA_2_SanFran Mainland                  UCSC
## 85   OlyCstWA_2_SanFran Mainland                  UCSC
## 86   OlyCstWA_2_SanFran Mainland                  UCSC
## 87   OlyCstWA_2_SanFran Mainland                  UCSC
## 88   OlyCstWA_2_SanFran Mainland                  UCSC
## 89   OlyCstWA_2_SanFran Mainland                  UCSC
## 90   OlyCstWA_2_SanFran Mainland                  UCSC
## 91   OlyCstWA_2_SanFran Mainland                  UCSC
## 92   OlyCstWA_2_SanFran Mainland                  UCSC
## 93   OlyCstWA_2_SanFran Mainland                  UCSC
## 94   OlyCstWA_2_SanFran Mainland                  UCSC
## 95   OlyCstWA_2_SanFran Mainland                  UCSC
## 96   OlyCstWA_2_SanFran Mainland                  UCSC
## 97   OlyCstWA_2_SanFran Mainland                  UCSC
## 98   OlyCstWA_2_SanFran Mainland                  UCSC
## 99   OlyCstWA_2_SanFran Mainland                  UCSC
## 100  OlyCstWA_2_SanFran Mainland                  UCSC
## 101  OlyCstWA_2_SanFran Mainland                  UCSC
## 102  OlyCstWA_2_SanFran Mainland                  UCSC
## 103  OlyCstWA_2_SanFran Mainland                  UCSC
## 104  OlyCstWA_2_SanFran Mainland                  UCSC
## 105  OlyCstWA_2_SanFran Mainland                  UCSC
## 106  OlyCstWA_2_SanFran Mainland                  UCSC
## 107  OlyCstWA_2_SanFran Mainland                  UCSC
## 108  OlyCstWA_2_SanFran Mainland                  UCSC
## 109  OlyCstWA_2_SanFran Mainland                  UCSC
## 110     GovtPt_2_Mexico Mainland                 Other
## 111     GovtPt_2_Mexico Mainland                 Other
## 112     GovtPt_2_Mexico Mainland                 Other
## 113     GovtPt_2_Mexico Mainland                 Other
## 114     GovtPt_2_Mexico Mainland                 Other
## 115     GovtPt_2_Mexico Mainland                 Other
## 116     GovtPt_2_Mexico Mainland                 Other
## 117     GovtPt_2_Mexico Mainland                 Other
## 118     GovtPt_2_Mexico Mainland                 Other
## 119     GovtPt_2_Mexico Mainland                 Other
## 120     GovtPt_2_Mexico Mainland                 Other
## 121     GovtPt_2_Mexico Mainland                 Other
## 122     GovtPt_2_Mexico Mainland                 Other
## 123     GovtPt_2_Mexico Mainland                 Other
## 124     GovtPt_2_Mexico Mainland                 Other
## 125     GovtPt_2_Mexico Mainland                 Other
## 126     GovtPt_2_Mexico Mainland                 Other
## 127     GovtPt_2_Mexico Mainland                 Other
## 128     GovtPt_2_Mexico Mainland                 Other
## 129     GovtPt_2_Mexico Mainland                 Other
## 130     GovtPt_2_Mexico Mainland                 Other
## 131     GovtPt_2_Mexico Mainland                 Other
## 132     GovtPt_2_Mexico Mainland                 Other
## 133     GovtPt_2_Mexico Mainland                 Other
## 134     GovtPt_2_Mexico Mainland                 Other
## 135     GovtPt_2_Mexico Mainland                 Other
## 136     GovtPt_2_Mexico Mainland                 Other
## 137     GovtPt_2_Mexico Mainland                 Other
## 138     GovtPt_2_Mexico Mainland                 Other
## 139     GovtPt_2_Mexico Mainland                 Other
## 140     GovtPt_2_Mexico Mainland                 Other
## 141     GovtPt_2_Mexico Mainland                 Other
## 142     GovtPt_2_Mexico Mainland                 Other
## 143     GovtPt_2_Mexico Mainland                 Other
## 144     GovtPt_2_Mexico Mainland                 Other
## 145     GovtPt_2_Mexico Mainland                 Other
## 146     GovtPt_2_Mexico Mainland                 Other
## 147     GovtPt_2_Mexico Mainland                 Other
## 148     GovtPt_2_Mexico Mainland                 Other
## 149     GovtPt_2_Mexico Mainland                 Other
## 150     GovtPt_2_Mexico Mainland                 Other
## 151     GovtPt_2_Mexico Mainland                 Other
## 152     GovtPt_2_Mexico Mainland                 Other
## 153     GovtPt_2_Mexico Mainland                 Other
## 154     GovtPt_2_Mexico Mainland                 Other
## 155     GovtPt_2_Mexico Mainland                 Other
## 156     GovtPt_2_Mexico Mainland                 Other
## 157     GovtPt_2_Mexico Mainland                 Other
## 158     GovtPt_2_Mexico Mainland                 Other
## 159     GovtPt_2_Mexico Mainland                 Other
## 160     GovtPt_2_Mexico Mainland                 Other
## 161     GovtPt_2_Mexico Mainland                 Other
## 162     GovtPt_2_Mexico Mainland                 Other
## 163     GovtPt_2_Mexico Mainland                 Other
## 164     GovtPt_2_Mexico Mainland                 Other
## 165     GovtPt_2_Mexico Mainland                 Other
## 166     GovtPt_2_Mexico Mainland                 Other
## 167     GovtPt_2_Mexico Mainland                 Other
## 168     GovtPt_2_Mexico Mainland                 Other
## 169     GovtPt_2_Mexico Mainland                 Other
## 170     GovtPt_2_Mexico Mainland                 Other
## 171     GovtPt_2_Mexico Mainland                 Other
## 172     GovtPt_2_Mexico Mainland                 Other
## 173     GovtPt_2_Mexico Mainland                 Other
## 174  OlyCstWA_2_SanFran Mainland                  UCSC
## 175  OlyCstWA_2_SanFran Mainland                  UCSC
## 176  OlyCstWA_2_SanFran Mainland                  UCSC
## 177  OlyCstWA_2_SanFran Mainland                  UCSC
## 178  OlyCstWA_2_SanFran Mainland                  UCSC
## 179  OlyCstWA_2_SanFran Mainland                  UCSC
## 180  OlyCstWA_2_SanFran Mainland                  UCSC
## 181  OlyCstWA_2_SanFran Mainland                  UCSC
## 182  OlyCstWA_2_SanFran Mainland                  UCSC
## 183  OlyCstWA_2_SanFran Mainland                  UCSC
## 184  OlyCstWA_2_SanFran Mainland                  UCSC
## 185  OlyCstWA_2_SanFran Mainland                  UCSC
## 186  OlyCstWA_2_SanFran Mainland                  UCSC
## 187  OlyCstWA_2_SanFran Mainland                  UCSC
## 188  OlyCstWA_2_SanFran Mainland                  UCSC
## 189  OlyCstWA_2_SanFran Mainland                  UCSC
## 190  OlyCstWA_2_SanFran Mainland                  UCSC
## 191  OlyCstWA_2_SanFran Mainland                  UCSC
## 192  OlyCstWA_2_SanFran Mainland                  UCSC
## 193  OlyCstWA_2_SanFran Mainland                  UCSC
## 194  OlyCstWA_2_SanFran Mainland                  UCSC
## 195  OlyCstWA_2_SanFran Mainland                  UCSC
## 196  OlyCstWA_2_SanFran Mainland                  UCSC
## 197  OlyCstWA_2_SanFran Mainland                  UCSC
## 198  OlyCstWA_2_SanFran Mainland                  UCSC
## 199  OlyCstWA_2_SanFran Mainland                  UCSC
## 200  OlyCstWA_2_SanFran Mainland                  UCSC
## 201  OlyCstWA_2_SanFran Mainland                  UCSC
## 202  OlyCstWA_2_SanFran Mainland                  UCSC
## 203  OlyCstWA_2_SanFran Mainland                  UCSC
## 204  OlyCstWA_2_SanFran Mainland                  UCSC
## 205  OlyCstWA_2_SanFran Mainland                  UCSC
## 206  OlyCstWA_2_SanFran Mainland                  UCSC
## 207  OlyCstWA_2_SanFran Mainland                  UCSC
## 208  OlyCstWA_2_SanFran Mainland                  UCSC
## 209  OlyCstWA_2_SanFran Mainland                  UCSC
## 210  OlyCstWA_2_SanFran Mainland                  UCSC
## 211  OlyCstWA_2_SanFran Mainland                  UCSC
## 212  OlyCstWA_2_SanFran Mainland                  UCSC
## 213  OlyCstWA_2_SanFran Mainland                  UCSC
## 214  OlyCstWA_2_SanFran Mainland                  UCSC
## 215  OlyCstWA_2_SanFran Mainland                  UCSC
## 216  OlyCstWA_2_SanFran Mainland                  UCSC
## 217  OlyCstWA_2_SanFran Mainland                  UCSC
## 218  OlyCstWA_2_SanFran Mainland                  UCSC
## 219  OlyCstWA_2_SanFran Mainland                  UCSC
## 220  OlyCstWA_2_SanFran Mainland                  UCSC
## 221  OlyCstWA_2_SanFran Mainland                  UCSC
## 222  OlyCstWA_2_SanFran Mainland                  UCSC
## 223  OlyCstWA_2_SanFran Mainland                  UCSC
## 224  OlyCstWA_2_SanFran Mainland                  UCSC
## 225  OlyCstWA_2_SanFran Mainland                  UCSC
## 226  OlyCstWA_2_SanFran Mainland                  UCSC
## 227  OlyCstWA_2_SanFran Mainland                  UCSC
## 228  OlyCstWA_2_SanFran Mainland                  UCSC
## 229  OlyCstWA_2_SanFran Mainland                  UCSC
## 230  OlyCstWA_2_SanFran Mainland                  UCSC
## 231  OlyCstWA_2_SanFran Mainland                  UCSC
## 232  OlyCstWA_2_SanFran Mainland                  UCSC
## 233  OlyCstWA_2_SanFran Mainland                  UCSC
## 234  OlyCstWA_2_SanFran Mainland                  UCSC
## 235  OlyCstWA_2_SanFran Mainland                  UCSC
## 236  OlyCstWA_2_SanFran Mainland                  UCSC
## 237  OlyCstWA_2_SanFran Mainland                  UCSC
## 238  OlyCstWA_2_SanFran Mainland                  UCSC
## 239  OlyCstWA_2_SanFran Mainland                  UCSC
## 240  OlyCstWA_2_SanFran Mainland                  UCSC
## 241  OlyCstWA_2_SanFran Mainland                  UCSC
## 242  OlyCstWA_2_SanFran Mainland                  UCSC
## 243  OlyCstWA_2_SanFran Mainland                  UCSC
## 244  OlyCstWA_2_SanFran Mainland                  UCSC
## 245  OlyCstWA_2_SanFran Mainland                  UCSC
## 246  OlyCstWA_2_SanFran Mainland                  UCSC
## 247  OlyCstWA_2_SanFran Mainland                  UCSC
## 248  OlyCstWA_2_SanFran Mainland                  UCSC
## 249  OlyCstWA_2_SanFran Mainland                  UCSC
## 250  OlyCstWA_2_SanFran Mainland                  UCSC
## 251  OlyCstWA_2_SanFran Mainland                  UCSC
## 252  OlyCstWA_2_SanFran Mainland                  UCSC
## 253  OlyCstWA_2_SanFran Mainland                  UCSC
## 254  OlyCstWA_2_SanFran Mainland                  UCSC
## 255  OlyCstWA_2_SanFran Mainland                  UCSC
## 256  OlyCstWA_2_SanFran Mainland                  UCSC
## 257  OlyCstWA_2_SanFran Mainland                  UCSC
## 258  OlyCstWA_2_SanFran Mainland                  UCSC
## 259  OlyCstWA_2_SanFran Mainland                  UCSC
## 260  OlyCstWA_2_SanFran Mainland                  UCSC
## 261  OlyCstWA_2_SanFran Mainland                  UCSC
## 262  OlyCstWA_2_SanFran Mainland                  UCSC
## 263  OlyCstWA_2_SanFran Mainland                  UCSC
## 264  OlyCstWA_2_SanFran Mainland                  UCSC
## 265  OlyCstWA_2_SanFran Mainland                  UCSC
## 266  OlyCstWA_2_SanFran Mainland                  UCSC
## 267  OlyCstWA_2_SanFran Mainland                  UCSC
## 268  OlyCstWA_2_SanFran Mainland                  UCSC
## 269  OlyCstWA_2_SanFran Mainland                  UCSC
## 270  OlyCstWA_2_SanFran Mainland                  UCSC
## 271  OlyCstWA_2_SanFran Mainland                  UCSC
## 272  OlyCstWA_2_SanFran Mainland                  UCSC
## 273  OlyCstWA_2_SanFran Mainland                  UCSC
## 274  OlyCstWA_2_SanFran Mainland                  UCSC
## 275  OlyCstWA_2_SanFran Mainland                  UCSC
## 276  OlyCstWA_2_SanFran Mainland                  UCSC
## 277  OlyCstWA_2_SanFran Mainland                  UCSC
## 278  OlyCstWA_2_SanFran Mainland                  UCSC
## 279  OlyCstWA_2_SanFran Mainland                  UCSC
## 280  OlyCstWA_2_SanFran Mainland                  UCSC
## 281  OlyCstWA_2_SanFran Mainland                  UCSC
## 282  OlyCstWA_2_SanFran Mainland                  UCSC
## 283  OlyCstWA_2_SanFran Mainland                  UCSC
## 284  OlyCstWA_2_SanFran Mainland                  UCSC
## 285  OlyCstWA_2_SanFran Mainland                  UCSC
## 286  OlyCstWA_2_SanFran Mainland                  UCSC
## 287  OlyCstWA_2_SanFran Mainland                  UCSC
## 288  OlyCstWA_2_SanFran Mainland                  UCSC
## 289  OlyCstWA_2_SanFran Mainland                  UCSC
## 290  OlyCstWA_2_SanFran Mainland                  UCSC
## 291  OlyCstWA_2_SanFran Mainland                  UCSC
## 292  OlyCstWA_2_SanFran Mainland                  UCSC
## 293  OlyCstWA_2_SanFran Mainland                  UCSC
## 294  OlyCstWA_2_SanFran Mainland                  UCSC
## 295  OlyCstWA_2_SanFran Mainland                  UCSC
## 296  OlyCstWA_2_SanFran Mainland                  UCSC
## 297  OlyCstWA_2_SanFran Mainland                  UCSC
## 298  OlyCstWA_2_SanFran Mainland                  UCSC
## 299  OlyCstWA_2_SanFran Mainland                  UCSC
## 300  OlyCstWA_2_SanFran Mainland                  UCSC
## 301  OlyCstWA_2_SanFran Mainland                  UCSC
## 302  OlyCstWA_2_SanFran Mainland                  UCSC
## 303  OlyCstWA_2_SanFran Mainland                  UCSC
## 304  OlyCstWA_2_SanFran Mainland                  UCSC
## 305  OlyCstWA_2_SanFran Mainland                  UCSC
## 306  OlyCstWA_2_SanFran Mainland                  UCSC
## 307  OlyCstWA_2_SanFran Mainland                  UCSC
## 308  OlyCstWA_2_SanFran Mainland                  UCSC
## 309  OlyCstWA_2_SanFran Mainland                  UCSC
## 310  OlyCstWA_2_SanFran Mainland                  UCSC
## 311  OlyCstWA_2_SanFran Mainland                  UCSC
## 312  OlyCstWA_2_SanFran Mainland                  UCSC
## 313  OlyCstWA_2_SanFran Mainland                  UCSC
## 314  OlyCstWA_2_SanFran Mainland                  UCSC
## 315  OlyCstWA_2_SanFran Mainland                  UCSC
## 316  OlyCstWA_2_SanFran Mainland                  UCSC
## 317  OlyCstWA_2_SanFran Mainland                  UCSC
## 318  OlyCstWA_2_SanFran Mainland                  UCSC
## 319  OlyCstWA_2_SanFran Mainland                  UCSC
## 320  OlyCstWA_2_SanFran Mainland                  UCSC
## 321  OlyCstWA_2_SanFran Mainland                  UCSC
## 322  OlyCstWA_2_SanFran Mainland                  UCSC
## 323  OlyCstWA_2_SanFran Mainland                  UCSC
## 324  OlyCstWA_2_SanFran Mainland                  UCSC
## 325  OlyCstWA_2_SanFran Mainland                  UCSC
## 326  OlyCstWA_2_SanFran Mainland                  UCSC
## 327  OlyCstWA_2_SanFran Mainland                  UCSC
## 328  OlyCstWA_2_SanFran Mainland                  UCSC
## 329  OlyCstWA_2_SanFran Mainland                  UCSC
## 330  OlyCstWA_2_SanFran Mainland                  UCSC
## 331  OlyCstWA_2_SanFran Mainland                  UCSC
## 332  OlyCstWA_2_SanFran Mainland                  UCSC
## 333  OlyCstWA_2_SanFran Mainland                  UCSC
## 334  OlyCstWA_2_SanFran Mainland                  UCSC
## 335  OlyCstWA_2_SanFran Mainland                  UCSC
## 336  OlyCstWA_2_SanFran Mainland                  UCSC
## 337  OlyCstWA_2_SanFran Mainland                  UCSC
## 338  OlyCstWA_2_SanFran Mainland                  UCSC
## 339  OlyCstWA_2_SanFran Mainland                  UCSC
## 340  OlyCstWA_2_SanFran Mainland                  UCSC
## 341  OlyCstWA_2_SanFran Mainland                  UCSC
## 342  OlyCstWA_2_SanFran Mainland                  UCSC
## 343  OlyCstWA_2_SanFran Mainland                  UCSC
## 344  OlyCstWA_2_SanFran Mainland                  UCSC
## 345  OlyCstWA_2_SanFran Mainland                  UCSC
## 346  OlyCstWA_2_SanFran Mainland                  UCSC
## 347  OlyCstWA_2_SanFran Mainland                  UCSC
## 348  OlyCstWA_2_SanFran Mainland                  UCSC
## 349  OlyCstWA_2_SanFran Mainland                  UCSC
## 350  OlyCstWA_2_SanFran Mainland                  UCSC
## 351  OlyCstWA_2_SanFran Mainland                  UCSC
## 352  OlyCstWA_2_SanFran Mainland                  UCSC
## 353  OlyCstWA_2_SanFran Mainland                  UCSC
## 354  OlyCstWA_2_SanFran Mainland                  UCSC
## 355  OlyCstWA_2_SanFran Mainland                  UCSC
## 356  OlyCstWA_2_SanFran Mainland                  UCSC
## 357  OlyCstWA_2_SanFran Mainland                  UCSC
## 358  OlyCstWA_2_SanFran Mainland                  UCSC
## 359  OlyCstWA_2_SanFran Mainland                  UCSC
## 360  OlyCstWA_2_SanFran Mainland                  UCSC
## 361  OlyCstWA_2_SanFran Mainland                  UCSC
## 362  OlyCstWA_2_SanFran Mainland                  UCSC
## 363  OlyCstWA_2_SanFran Mainland                  UCSC
## 364  OlyCstWA_2_SanFran Mainland                  UCSC
## 365  OlyCstWA_2_SanFran Mainland                  UCSC
## 366  OlyCstWA_2_SanFran Mainland                  UCSC
## 367  OlyCstWA_2_SanFran Mainland                  UCSC
## 368  OlyCstWA_2_SanFran Mainland                  UCSC
## 369  OlyCstWA_2_SanFran Mainland                  UCSC
## 370  OlyCstWA_2_SanFran Mainland                  UCSC
## 371  OlyCstWA_2_SanFran Mainland                  UCSC
## 372  OlyCstWA_2_SanFran Mainland                  UCSC
## 373  OlyCstWA_2_SanFran Mainland                  UCSC
## 374  OlyCstWA_2_SanFran Mainland                  UCSC
## 375  OlyCstWA_2_SanFran Mainland                  UCSC
## 376  OlyCstWA_2_SanFran Mainland                  UCSC
## 377  OlyCstWA_2_SanFran Mainland                  UCSC
## 378  OlyCstWA_2_SanFran Mainland                  UCSC
## 379  OlyCstWA_2_SanFran Mainland                  UCSC
## 380  OlyCstWA_2_SanFran Mainland                  UCSC
## 381  OlyCstWA_2_SanFran Mainland                  UCSC
## 382  OlyCstWA_2_SanFran Mainland                  UCSC
## 383  OlyCstWA_2_SanFran Mainland                  UCSC
## 384  OlyCstWA_2_SanFran Mainland                  UCSC
## 385  OlyCstWA_2_SanFran Mainland                  UCSC
## 386  OlyCstWA_2_SanFran Mainland                  UCSC
## 387  OlyCstWA_2_SanFran Mainland                  UCSC
## 388  OlyCstWA_2_SanFran Mainland                  UCSC
## 389  OlyCstWA_2_SanFran Mainland                  UCSC
## 390  OlyCstWA_2_SanFran Mainland                  UCSC
## 391  OlyCstWA_2_SanFran Mainland                  UCSC
## 392  OlyCstWA_2_SanFran Mainland                  UCSC
## 393  OlyCstWA_2_SanFran Mainland                  UCSC
## 394  OlyCstWA_2_SanFran Mainland                  UCSC
## 395  OlyCstWA_2_SanFran Mainland                  UCSC
## 396  OlyCstWA_2_SanFran Mainland                  UCSC
## 397  OlyCstWA_2_SanFran Mainland                  UCSC
## 398  OlyCstWA_2_SanFran Mainland                  UCSC
## 399  OlyCstWA_2_SanFran Mainland                  UCSC
## 400  OlyCstWA_2_SanFran Mainland                  UCSC
## 401  OlyCstWA_2_SanFran Mainland                  UCSC
## 402  OlyCstWA_2_SanFran Mainland                  UCSC
## 403  OlyCstWA_2_SanFran Mainland                  UCSC
## 404  OlyCstWA_2_SanFran Mainland                  UCSC
## 405  OlyCstWA_2_SanFran Mainland                  UCSC
## 406  OlyCstWA_2_SanFran Mainland                  UCSC
## 407  OlyCstWA_2_SanFran Mainland                  UCSC
## 408  OlyCstWA_2_SanFran Mainland                  UCSC
## 409  OlyCstWA_2_SanFran Mainland                  UCSC
## 410  OlyCstWA_2_SanFran Mainland                  UCSC
## 411  OlyCstWA_2_SanFran Mainland                  UCSC
## 412  OlyCstWA_2_SanFran Mainland                  UCSC
## 413  OlyCstWA_2_SanFran Mainland                  UCSC
## 414  OlyCstWA_2_SanFran Mainland                  UCSC
## 415  OlyCstWA_2_SanFran Mainland                  UCSC
## 416  OlyCstWA_2_SanFran Mainland                  UCSC
## 417  OlyCstWA_2_SanFran Mainland                  UCSC
## 418  OlyCstWA_2_SanFran Mainland                  UCSC
## 419  OlyCstWA_2_SanFran Mainland                  UCSC
## 420  OlyCstWA_2_SanFran Mainland                  UCSC
## 421  OlyCstWA_2_SanFran Mainland                  UCSC
## 422  OlyCstWA_2_SanFran Mainland                  UCSC
## 423  OlyCstWA_2_SanFran Mainland                  UCSC
## 424  OlyCstWA_2_SanFran Mainland                  UCSC
## 425  OlyCstWA_2_SanFran Mainland                  UCSC
## 426  OlyCstWA_2_SanFran Mainland                  UCSC
## 427  OlyCstWA_2_SanFran Mainland                  UCSC
## 428  OlyCstWA_2_SanFran Mainland                  UCSC
## 429  OlyCstWA_2_SanFran Mainland                  UCSC
## 430  OlyCstWA_2_SanFran Mainland                  UCSC
## 431  OlyCstWA_2_SanFran Mainland                  UCSC
## 432  OlyCstWA_2_SanFran Mainland                  UCSC
## 433  OlyCstWA_2_SanFran Mainland                  UCSC
## 434  OlyCstWA_2_SanFran Mainland                  UCSC
## 435  OlyCstWA_2_SanFran Mainland                  UCSC
## 436  OlyCstWA_2_SanFran Mainland                  UCSC
## 437  OlyCstWA_2_SanFran Mainland                  UCSC
## 438  OlyCstWA_2_SanFran Mainland                  UCSC
## 439  OlyCstWA_2_SanFran Mainland                  UCSC
## 440  OlyCstWA_2_SanFran Mainland                  UCSC
## 441  OlyCstWA_2_SanFran Mainland                  UCSC
## 442  OlyCstWA_2_SanFran Mainland                  UCSC
## 443  OlyCstWA_2_SanFran Mainland                  UCSC
## 444  OlyCstWA_2_SanFran Mainland                  UCSC
## 445  OlyCstWA_2_SanFran Mainland                  UCSC
## 446  OlyCstWA_2_SanFran Mainland                  UCSC
## 447  OlyCstWA_2_SanFran Mainland                  UCSC
## 448  OlyCstWA_2_SanFran Mainland                  UCSC
## 449  OlyCstWA_2_SanFran Mainland                  UCSC
## 450  OlyCstWA_2_SanFran Mainland                  UCSC
## 451  OlyCstWA_2_SanFran Mainland                  UCSC
## 452  OlyCstWA_2_SanFran Mainland                  UCSC
## 453  OlyCstWA_2_SanFran Mainland                  UCSC
## 454  OlyCstWA_2_SanFran Mainland                  UCSC
## 455  OlyCstWA_2_SanFran Mainland                  UCSC
## 456  OlyCstWA_2_SanFran Mainland                  UCSC
## 457  OlyCstWA_2_SanFran Mainland                  UCSC
## 458  OlyCstWA_2_SanFran Mainland                  UCSC
## 459  OlyCstWA_2_SanFran Mainland                  UCSC
## 460  OlyCstWA_2_SanFran Mainland                  UCSC
## 461  OlyCstWA_2_SanFran Mainland                  UCSC
## 462  OlyCstWA_2_SanFran Mainland                  UCSC
## 463  OlyCstWA_2_SanFran Mainland                  UCSC
## 464  OlyCstWA_2_SanFran Mainland                  UCSC
## 465  OlyCstWA_2_SanFran Mainland                  UCSC
## 466  OlyCstWA_2_SanFran Mainland                  UCSC
## 467  OlyCstWA_2_SanFran Mainland                  UCSC
## 468  OlyCstWA_2_SanFran Mainland                  UCSC
## 469  OlyCstWA_2_SanFran Mainland                  UCSC
## 470  OlyCstWA_2_SanFran Mainland                  UCSC
## 471  OlyCstWA_2_SanFran Mainland                  UCSC
## 472  OlyCstWA_2_SanFran Mainland                  UCSC
## 473  OlyCstWA_2_SanFran Mainland                  UCSC
## 474  OlyCstWA_2_SanFran Mainland                  UCSC
## 475  OlyCstWA_2_SanFran Mainland                  UCSC
## 476  OlyCstWA_2_SanFran Mainland                  UCSC
## 477  OlyCstWA_2_SanFran Mainland                  UCSC
## 478  OlyCstWA_2_SanFran Mainland                  UCSC
## 479  OlyCstWA_2_SanFran Mainland                  UCSC
## 480  OlyCstWA_2_SanFran Mainland                  UCSC
## 481  OlyCstWA_2_SanFran Mainland                  UCSC
## 482  OlyCstWA_2_SanFran Mainland                  UCSC
## 483  OlyCstWA_2_SanFran Mainland                  UCSC
## 484  OlyCstWA_2_SanFran Mainland                  UCSC
## 485  OlyCstWA_2_SanFran Mainland                  UCSC
## 486  OlyCstWA_2_SanFran Mainland                  UCSC
## 487  OlyCstWA_2_SanFran Mainland                  UCSC
## 488  OlyCstWA_2_SanFran Mainland                  UCSC
## 489  OlyCstWA_2_SanFran Mainland                  UCSC
## 490  OlyCstWA_2_SanFran Mainland                  UCSC
## 491  OlyCstWA_2_SanFran Mainland                  UCSC
## 492  OlyCstWA_2_SanFran Mainland                  UCSC
## 493  OlyCstWA_2_SanFran Mainland                  UCSC
## 494  OlyCstWA_2_SanFran Mainland                  UCSC
## 495  OlyCstWA_2_SanFran Mainland                  UCSC
## 496  OlyCstWA_2_SanFran Mainland                  UCSC
## 497  OlyCstWA_2_SanFran Mainland                  UCSC
## 498  OlyCstWA_2_SanFran Mainland                  UCSC
## 499  OlyCstWA_2_SanFran Mainland                 Other
## 500  OlyCstWA_2_SanFran Mainland                 Other
## 501  OlyCstWA_2_SanFran Mainland                 Other
## 502  OlyCstWA_2_SanFran Mainland                 Other
## 503  OlyCstWA_2_SanFran Mainland                 Other
## 504  OlyCstWA_2_SanFran Mainland                 Other
## 505  OlyCstWA_2_SanFran Mainland                 Other
## 506  OlyCstWA_2_SanFran Mainland                 Other
## 507  OlyCstWA_2_SanFran Mainland                 Other
## 508  OlyCstWA_2_SanFran Mainland                 Other
## 509  OlyCstWA_2_SanFran Mainland                 Other
## 510  OlyCstWA_2_SanFran Mainland                 Other
## 511  OlyCstWA_2_SanFran Mainland                 Other
## 512  OlyCstWA_2_SanFran Mainland                 Other
## 513  OlyCstWA_2_SanFran Mainland                 Other
## 514  OlyCstWA_2_SanFran Mainland                 Other
## 515  OlyCstWA_2_SanFran Mainland                 Other
## 516  OlyCstWA_2_SanFran Mainland                 Other
## 517  OlyCstWA_2_SanFran Mainland                 Other
## 518  OlyCstWA_2_SanFran Mainland                 Other
## 519  OlyCstWA_2_SanFran Mainland                 Other
## 520  OlyCstWA_2_SanFran Mainland                 Other
## 521  OlyCstWA_2_SanFran Mainland                 Other
## 522  OlyCstWA_2_SanFran Mainland                 Other
## 523  OlyCstWA_2_SanFran Mainland                 Other
## 524  OlyCstWA_2_SanFran Mainland                 Other
## 525  OlyCstWA_2_SanFran Mainland                 Other
## 526  OlyCstWA_2_SanFran Mainland                 Other
## 527  OlyCstWA_2_SanFran Mainland                 Other
## 528  OlyCstWA_2_SanFran Mainland                 Other
## 529  OlyCstWA_2_SanFran Mainland                 Other
## 530  OlyCstWA_2_SanFran Mainland                 Other
## 531  OlyCstWA_2_SanFran Mainland                 Other
## 532  OlyCstWA_2_SanFran Mainland                 Other
## 533  OlyCstWA_2_SanFran Mainland                 Other
## 534    SanFran_2_GovtPt Mainland                  UCSC
## 535    SanFran_2_GovtPt Mainland                  UCSC
## 536    SanFran_2_GovtPt Mainland                  UCSC
## 537    SanFran_2_GovtPt Mainland                  UCSC
## 538    SanFran_2_GovtPt Mainland                  UCSC
## 539    SanFran_2_GovtPt Mainland                  UCSC
## 540    SanFran_2_GovtPt Mainland                  UCSC
## 541    SanFran_2_GovtPt Mainland                  UCSC
## 542    SanFran_2_GovtPt Mainland                  UCSC
## 543    SanFran_2_GovtPt Mainland                  UCSC
## 544    SanFran_2_GovtPt Mainland                  UCSC
## 545    SanFran_2_GovtPt Mainland                  UCSC
## 546    SanFran_2_GovtPt Mainland                  UCSC
## 547    SanFran_2_GovtPt Mainland                  UCSC
## 548    SanFran_2_GovtPt Mainland                  UCSC
## 549    SanFran_2_GovtPt Mainland                  UCSC
## 550    SanFran_2_GovtPt Mainland                  UCSC
## 551    SanFran_2_GovtPt Mainland                  UCSC
## 552    SanFran_2_GovtPt Mainland                  UCSC
## 553    SanFran_2_GovtPt Mainland                  UCSC
## 554    SanFran_2_GovtPt Mainland                  UCSC
## 555    SanFran_2_GovtPt Mainland                  UCSC
## 556    SanFran_2_GovtPt Mainland                  UCSC
## 557    SanFran_2_GovtPt Mainland                  UCSC
## 558    SanFran_2_GovtPt Mainland                  UCSC
## 559    SanFran_2_GovtPt Mainland                  UCSC
## 560    SanFran_2_GovtPt Mainland                  UCSC
## 561    SanFran_2_GovtPt Mainland                  UCSC
## 562    SanFran_2_GovtPt Mainland                  UCSC
## 563    SanFran_2_GovtPt Mainland                  UCSC
## 564    SanFran_2_GovtPt Mainland                  UCSC
## 565    SanFran_2_GovtPt Mainland                  UCSC
## 566    SanFran_2_GovtPt Mainland                  UCSC
## 567    SanFran_2_GovtPt Mainland                  UCSC
## 568    SanFran_2_GovtPt Mainland                  UCSC
## 569    SanFran_2_GovtPt Mainland                  UCSC
## 570    SanFran_2_GovtPt Mainland                  UCSC
## 571    SanFran_2_GovtPt Mainland                  UCSC
## 572    SanFran_2_GovtPt Mainland                  UCSC
## 573    SanFran_2_GovtPt Mainland                  UCSC
## 574    SanFran_2_GovtPt Mainland                  UCSC
## 575    SanFran_2_GovtPt Mainland                  UCSC
## 576    SanFran_2_GovtPt Mainland                  UCSC
## 577    SanFran_2_GovtPt Mainland                  UCSC
## 578    SanFran_2_GovtPt Mainland                  UCSC
## 579    SanFran_2_GovtPt Mainland                  UCSC
## 580    SanFran_2_GovtPt Mainland                  UCSC
## 581    SanFran_2_GovtPt Mainland                  UCSC
## 582    SanFran_2_GovtPt Mainland                  UCSC
## 583    SanFran_2_GovtPt Mainland                  UCSC
## 584    SanFran_2_GovtPt Mainland                  UCSC
## 585    SanFran_2_GovtPt Mainland                  UCSC
## 586    SanFran_2_GovtPt Mainland                  UCSC
## 587    SanFran_2_GovtPt Mainland                  UCSC
## 588    SanFran_2_GovtPt Mainland                  UCSC
## 589    SanFran_2_GovtPt Mainland                  UCSC
## 590    SanFran_2_GovtPt Mainland                  UCSC
## 591    SanFran_2_GovtPt Mainland                  UCSC
## 592    SanFran_2_GovtPt Mainland                  UCSC
## 593    SanFran_2_GovtPt Mainland                  UCSC
## 594    SanFran_2_GovtPt Mainland                  UCSC
## 595    SanFran_2_GovtPt Mainland                  UCSC
## 596    SanFran_2_GovtPt Mainland                  UCSC
## 597    SanFran_2_GovtPt Mainland                  UCSC
## 598    SanFran_2_GovtPt Mainland                  UCSC
## 599    SanFran_2_GovtPt Mainland                  UCSC
## 600    SanFran_2_GovtPt Mainland                  UCSC
## 601    SanFran_2_GovtPt Mainland                  UCSC
## 602    SanFran_2_GovtPt Mainland                  UCSC
## 603    SanFran_2_GovtPt Mainland                  UCSC
## 604    SanFran_2_GovtPt Mainland                  UCSC
## 605    SanFran_2_GovtPt Mainland                  UCSC
## 606    SanFran_2_GovtPt Mainland                  UCSC
## 607    SanFran_2_GovtPt Mainland                  UCSC
## 608    SanFran_2_GovtPt Mainland                  UCSC
## 609    SanFran_2_GovtPt Mainland                  UCSC
## 610    SanFran_2_GovtPt Mainland                  UCSC
## 611    SanFran_2_GovtPt Mainland                  UCSC
## 612    SanFran_2_GovtPt Mainland                  UCSC
## 613    SanFran_2_GovtPt Mainland                  UCSC
## 614    SanFran_2_GovtPt Mainland                  UCSC
## 615    SanFran_2_GovtPt Mainland                  UCSC
## 616    SanFran_2_GovtPt Mainland                  UCSC
## 617    SanFran_2_GovtPt Mainland                  UCSC
## 618    SanFran_2_GovtPt Mainland                  UCSC
## 619    SanFran_2_GovtPt Mainland                  UCSC
## 620    SanFran_2_GovtPt Mainland                  UCSC
## 621    SanFran_2_GovtPt Mainland                  UCSC
## 622    SanFran_2_GovtPt Mainland                  UCSC
## 623    SanFran_2_GovtPt Mainland                  UCSC
## 624    SanFran_2_GovtPt Mainland                  UCSC
## 625    SanFran_2_GovtPt Mainland                  UCSC
## 626    SanFran_2_GovtPt Mainland                  UCSC
## 627    SanFran_2_GovtPt Mainland                  UCSC
## 628    SanFran_2_GovtPt Mainland                  UCSC
## 629    SanFran_2_GovtPt Mainland                  UCSC
## 630    SanFran_2_GovtPt Mainland                  UCSC
## 631    SanFran_2_GovtPt Mainland                  UCSC
## 632    SanFran_2_GovtPt Mainland                  UCSC
## 633    SanFran_2_GovtPt Mainland                  UCSC
## 634    SanFran_2_GovtPt Mainland                  UCSC
## 635    SanFran_2_GovtPt Mainland                  UCSC
## 636    SanFran_2_GovtPt Mainland                  UCSC
## 637    SanFran_2_GovtPt Mainland                  UCSC
## 638    SanFran_2_GovtPt Mainland                  UCSC
## 639    SanFran_2_GovtPt Mainland                  UCSC
## 640    SanFran_2_GovtPt Mainland                  UCSC
## 641    SanFran_2_GovtPt Mainland                  UCSC
## 642    SanFran_2_GovtPt Mainland                  UCSC
## 643    SanFran_2_GovtPt Mainland                  UCSC
## 644    SanFran_2_GovtPt Mainland                  UCSC
## 645    SanFran_2_GovtPt Mainland                  UCSC
## 646    SanFran_2_GovtPt Mainland                  UCSC
## 647    SanFran_2_GovtPt Mainland                  UCSC
## 648    SanFran_2_GovtPt Mainland                  UCSC
## 649    SanFran_2_GovtPt Mainland                  UCSC
## 650    SanFran_2_GovtPt Mainland                  UCSC
## 651    SanFran_2_GovtPt Mainland                  UCSC
## 652    SanFran_2_GovtPt Mainland                  UCSC
## 653    SanFran_2_GovtPt Mainland                  UCSC
## 654    SanFran_2_GovtPt Mainland                  UCSC
## 655    SanFran_2_GovtPt Mainland                  UCSC
## 656    SanFran_2_GovtPt Mainland                  UCSC
## 657    SanFran_2_GovtPt Mainland                  UCSC
## 658    SanFran_2_GovtPt Mainland                  UCSC
## 659    SanFran_2_GovtPt Mainland                  UCSC
## 660    SanFran_2_GovtPt Mainland                  UCSC
## 661    SanFran_2_GovtPt Mainland                  UCSC
## 662    SanFran_2_GovtPt Mainland                  UCSC
## 663    SanFran_2_GovtPt Mainland                  UCSC
## 664    SanFran_2_GovtPt Mainland                  UCSC
## 665    SanFran_2_GovtPt Mainland                  UCSC
## 666    SanFran_2_GovtPt Mainland                  UCSC
## 667    SanFran_2_GovtPt Mainland                  UCSC
## 668    SanFran_2_GovtPt Mainland                  UCSC
## 669    SanFran_2_GovtPt Mainland                  UCSC
## 670    SanFran_2_GovtPt Mainland                  UCSC
## 671    SanFran_2_GovtPt Mainland                  UCSC
## 672    SanFran_2_GovtPt Mainland                  UCSC
## 673    SanFran_2_GovtPt Mainland                  UCSC
## 674     GovtPt_2_Mexico Mainland                 Other
## 675     GovtPt_2_Mexico Mainland                 Other
## 676     GovtPt_2_Mexico Mainland                 Other
## 677     GovtPt_2_Mexico Mainland                 Other
## 678     GovtPt_2_Mexico Mainland                 Other
## 679     GovtPt_2_Mexico Mainland                 Other
## 680     GovtPt_2_Mexico Mainland                 Other
## 681     GovtPt_2_Mexico Mainland                 Other
## 682     GovtPt_2_Mexico Mainland                 Other
## 683     GovtPt_2_Mexico Mainland                 Other
## 684     GovtPt_2_Mexico Mainland                 Other
## 685     GovtPt_2_Mexico Mainland                 Other
## 686     GovtPt_2_Mexico Mainland                 Other
## 687     GovtPt_2_Mexico Mainland                 Other
## 688     GovtPt_2_Mexico Mainland                 Other
## 689     GovtPt_2_Mexico Mainland                 Other
## 690     GovtPt_2_Mexico Mainland                 Other
## 691     GovtPt_2_Mexico Mainland                 Other
## 692     GovtPt_2_Mexico Mainland                 Other
## 693     GovtPt_2_Mexico Mainland                 Other
## 694     GovtPt_2_Mexico Mainland                 Other
## 695     GovtPt_2_Mexico Mainland                 Other
## 696     GovtPt_2_Mexico Mainland                 Other
## 697     GovtPt_2_Mexico Mainland                 Other
## 698     GovtPt_2_Mexico Mainland                 Other
## 699     GovtPt_2_Mexico Mainland                 Other
## 700     GovtPt_2_Mexico Mainland                 Other
## 701     GovtPt_2_Mexico Mainland                 Other
## 702     GovtPt_2_Mexico Mainland                 Other
## 703     GovtPt_2_Mexico Mainland                 Other
## 704     GovtPt_2_Mexico Mainland                 Other
## 705     GovtPt_2_Mexico Mainland                 Other
## 706     GovtPt_2_Mexico Mainland                 Other
## 707     GovtPt_2_Mexico Mainland                 Other
## 708     GovtPt_2_Mexico Mainland                 Other
## 709     GovtPt_2_Mexico Mainland                 Other
## 710     GovtPt_2_Mexico Mainland                 Other
## 711     GovtPt_2_Mexico Mainland                 Other
## 712     GovtPt_2_Mexico Mainland                 Other
## 713     GovtPt_2_Mexico Mainland                 Other
## 714     GovtPt_2_Mexico Mainland                 Other
## 715     GovtPt_2_Mexico Mainland                 Other
## 716     GovtPt_2_Mexico Mainland                 Other
## 717     GovtPt_2_Mexico Mainland                 Other
## 718     GovtPt_2_Mexico Mainland                 Other
## 719     GovtPt_2_Mexico Mainland                 Other
## 720     GovtPt_2_Mexico Mainland                 Other
## 721     GovtPt_2_Mexico Mainland                 Other
## 722     GovtPt_2_Mexico Mainland                 Other
## 723     GovtPt_2_Mexico Mainland                 Other
## 724     GovtPt_2_Mexico Mainland                 Other
## 725     GovtPt_2_Mexico Mainland                 Other
## 726     GovtPt_2_Mexico Mainland                 Other
## 727     GovtPt_2_Mexico Mainland                 Other
## 728     GovtPt_2_Mexico Mainland                 Other
## 729     GovtPt_2_Mexico Mainland                 Other
## 730     GovtPt_2_Mexico Mainland                 Other
## 731     GovtPt_2_Mexico Mainland                 Other
## 732     GovtPt_2_Mexico Mainland                 Other
## 733     GovtPt_2_Mexico Mainland                 Other
## 734     GovtPt_2_Mexico Mainland                 Other
## 735     GovtPt_2_Mexico Mainland                 Other
## 736     GovtPt_2_Mexico Mainland                 Other
## 737     GovtPt_2_Mexico Mainland                 Other
## 738     GovtPt_2_Mexico Mainland                 Other
## 739     GovtPt_2_Mexico Mainland                 Other
## 740     GovtPt_2_Mexico Mainland                 Other
## 741     GovtPt_2_Mexico Mainland                 Other
## 742     GovtPt_2_Mexico Mainland                 Other
## 743     GovtPt_2_Mexico Mainland                 Other
## 744     GovtPt_2_Mexico Mainland                 Other
## 745     GovtPt_2_Mexico Mainland                 Other
## 746     GovtPt_2_Mexico Mainland                 Other
## 747     GovtPt_2_Mexico Mainland                 Other
## 748     GovtPt_2_Mexico Mainland                 Other
## 749     GovtPt_2_Mexico Mainland                 Other
## 750     GovtPt_2_Mexico Mainland                 Other
## 751     GovtPt_2_Mexico Mainland                 Other
## 752     GovtPt_2_Mexico Mainland                 Other
## 753     GovtPt_2_Mexico Mainland                 Other
## 754     GovtPt_2_Mexico Mainland                 Other
## 755     GovtPt_2_Mexico Mainland                 Other
## 756     GovtPt_2_Mexico Mainland                 Other
## 757     GovtPt_2_Mexico Mainland                 Other
## 758    SanFran_2_GovtPt Mainland                  UCSC
## 759    SanFran_2_GovtPt Mainland                  UCSC
## 760    SanFran_2_GovtPt Mainland                  UCSC
## 761    SanFran_2_GovtPt Mainland                  UCSC
## 762    SanFran_2_GovtPt Mainland                  UCSC
## 763    SanFran_2_GovtPt Mainland                  UCSC
## 764    SanFran_2_GovtPt Mainland                  UCSC
## 765    SanFran_2_GovtPt Mainland                  UCSC
## 766    SanFran_2_GovtPt Mainland                  UCSC
## 767    SanFran_2_GovtPt Mainland                  UCSC
## 768    SanFran_2_GovtPt Mainland                  UCSC
## 769    SanFran_2_GovtPt Mainland                  UCSC
## 770    SanFran_2_GovtPt Mainland                  UCSC
## 771    SanFran_2_GovtPt Mainland                  UCSC
## 772    SanFran_2_GovtPt Mainland                  UCSC
## 773    SanFran_2_GovtPt Mainland                  UCSC
## 774    SanFran_2_GovtPt Mainland                  UCSC
## 775    SanFran_2_GovtPt Mainland                  UCSC
## 776    SanFran_2_GovtPt Mainland                  UCSC
## 777    SanFran_2_GovtPt Mainland                  UCSC
## 778    SanFran_2_GovtPt Mainland                  UCSC
## 779    SanFran_2_GovtPt Mainland                  UCSC
## 780    SanFran_2_GovtPt Mainland                  UCSC
## 781    SanFran_2_GovtPt Mainland                  UCSC
## 782    SanFran_2_GovtPt Mainland                  UCSC
## 783    SanFran_2_GovtPt Mainland                  UCSC
## 784    SanFran_2_GovtPt Mainland                  UCSC
## 785    SanFran_2_GovtPt Mainland                  UCSC
## 786    SanFran_2_GovtPt Mainland                  UCSC
## 787    SanFran_2_GovtPt Mainland                  UCSC
## 788    SanFran_2_GovtPt Mainland                  UCSC
## 789    SanFran_2_GovtPt Mainland                  UCSC
## 790    SanFran_2_GovtPt Mainland                  UCSC
## 791    SanFran_2_GovtPt Mainland                  UCSC
## 792    SanFran_2_GovtPt Mainland                  UCSC
## 793    SanFran_2_GovtPt Mainland                  UCSC
## 794    SanFran_2_GovtPt Mainland                  UCSC
## 795    SanFran_2_GovtPt Mainland                  UCSC
## 796    SanFran_2_GovtPt Mainland                  UCSC
## 797    SanFran_2_GovtPt Mainland                  UCSC
## 798    SanFran_2_GovtPt Mainland                  UCSC
## 799    SanFran_2_GovtPt Mainland                  UCSC
## 800    SanFran_2_GovtPt Mainland                  UCSC
## 801    SanFran_2_GovtPt Mainland                  UCSC
## 802    SanFran_2_GovtPt Mainland                  UCSC
## 803    SanFran_2_GovtPt Mainland                  UCSC
## 804    SanFran_2_GovtPt Mainland                  UCSC
## 805    SanFran_2_GovtPt Mainland                  UCSC
## 806    SanFran_2_GovtPt Mainland                  UCSC
## 807    SanFran_2_GovtPt Mainland                  UCSC
## 808    SanFran_2_GovtPt Mainland                  UCSC
## 809     AK_2_BritColumb Baranoff                 Other
## 810     AK_2_BritColumb Baranoff                 Other
## 811     AK_2_BritColumb Baranoff                 Other
## 812     AK_2_BritColumb Baranoff                 Other
## 813     AK_2_BritColumb Baranoff                 Other
## 814     AK_2_BritColumb Baranoff                 Other
## 815     AK_2_BritColumb Baranoff                 Other
## 816     AK_2_BritColumb Baranoff                 Other
## 817     AK_2_BritColumb Baranoff                 Other
## 818     AK_2_BritColumb Baranoff                 Other
## 819     AK_2_BritColumb Baranoff                 Other
## 820     AK_2_BritColumb Baranoff                 Other
## 821     AK_2_BritColumb Baranoff                 Other
## 822     AK_2_BritColumb Baranoff                 Other
## 823     AK_2_BritColumb Baranoff                 Other
## 824     AK_2_BritColumb Baranoff                 Other
## 825     AK_2_BritColumb Baranoff                 Other
## 826     AK_2_BritColumb Baranoff                 Other
## 827     AK_2_BritColumb Baranoff                 Other
## 828     AK_2_BritColumb Baranoff                 Other
## 829     AK_2_BritColumb Baranoff                 Other
## 830     AK_2_BritColumb Baranoff                 Other
## 831     AK_2_BritColumb Baranoff                 Other
## 832     AK_2_BritColumb Baranoff                 Other
## 833     AK_2_BritColumb Baranoff                 Other
## 834     AK_2_BritColumb Baranoff                 Other
## 835     AK_2_BritColumb Baranoff                 Other
## 836     AK_2_BritColumb Baranoff                 Other
## 837     AK_2_BritColumb Baranoff                 Other
## 838     AK_2_BritColumb Baranoff                 Other
## 839     AK_2_BritColumb Baranoff                 Other
## 840     AK_2_BritColumb Baranoff                 Other
## 841    SanFran_2_GovtPt Mainland                  UCSC
## 842    SanFran_2_GovtPt Mainland                  UCSC
## 843    SanFran_2_GovtPt Mainland                  UCSC
## 844    SanFran_2_GovtPt Mainland                  UCSC
## 845    SanFran_2_GovtPt Mainland                  UCSC
## 846    SanFran_2_GovtPt Mainland                  UCSC
## 847    SanFran_2_GovtPt Mainland                  UCSC
## 848    SanFran_2_GovtPt Mainland                  UCSC
## 849    SanFran_2_GovtPt Mainland                  UCSC
## 850    SanFran_2_GovtPt Mainland                  UCSC
## 851    SanFran_2_GovtPt Mainland                  UCSC
## 852    SanFran_2_GovtPt Mainland                  UCSC
## 853    SanFran_2_GovtPt Mainland                  UCSC
## 854    SanFran_2_GovtPt Mainland                  UCSC
## 855    SanFran_2_GovtPt Mainland                  UCSC
## 856    SanFran_2_GovtPt Mainland                  UCSC
## 857    SanFran_2_GovtPt Mainland                  UCSC
## 858    SanFran_2_GovtPt Mainland                  UCSC
## 859    SanFran_2_GovtPt Mainland                  UCSC
## 860    SanFran_2_GovtPt Mainland                  UCSC
## 861    SanFran_2_GovtPt Mainland                  UCSC
## 862    SanFran_2_GovtPt Mainland                  UCSC
## 863    SanFran_2_GovtPt Mainland                  UCSC
## 864    SanFran_2_GovtPt Mainland                  UCSC
## 865    SanFran_2_GovtPt Mainland                  UCSC
## 866    SanFran_2_GovtPt Mainland                  UCSC
## 867    SanFran_2_GovtPt Mainland                  UCSC
## 868    SanFran_2_GovtPt Mainland                  UCSC
## 869    SanFran_2_GovtPt Mainland                  UCSC
## 870    SanFran_2_GovtPt Mainland                  UCSC
## 871    SanFran_2_GovtPt Mainland                  UCSC
## 872    SanFran_2_GovtPt Mainland                  UCSC
## 873    SanFran_2_GovtPt Mainland                  UCSC
## 874    SanFran_2_GovtPt Mainland                  UCSC
## 875    SanFran_2_GovtPt Mainland                  UCSC
## 876    SanFran_2_GovtPt Mainland                  UCSC
## 877    SanFran_2_GovtPt Mainland                  UCSC
## 878    SanFran_2_GovtPt Mainland                  UCSC
## 879    SanFran_2_GovtPt Mainland                  UCSC
## 880    SanFran_2_GovtPt Mainland                  UCSC
## 881    SanFran_2_GovtPt Mainland                  UCSC
## 882    SanFran_2_GovtPt Mainland                  UCSC
## 883    SanFran_2_GovtPt Mainland                  UCSC
## 884    SanFran_2_GovtPt Mainland                  UCSC
## 885    SanFran_2_GovtPt Mainland                  UCSC
## 886    SanFran_2_GovtPt Mainland                  UCSC
## 887    SanFran_2_GovtPt Mainland                  UCSC
## 888    SanFran_2_GovtPt Mainland                  UCSC
## 889    SanFran_2_GovtPt Mainland                  UCSC
## 890    SanFran_2_GovtPt Mainland                  UCSC
## 891    SanFran_2_GovtPt Mainland                  UCSC
## 892    SanFran_2_GovtPt Mainland                  UCSC
## 893    SanFran_2_GovtPt Mainland                  UCSC
## 894    SanFran_2_GovtPt Mainland                  UCSC
## 895    SanFran_2_GovtPt Mainland                  UCSC
## 896    SanFran_2_GovtPt Mainland                  UCSC
## 897    SanFran_2_GovtPt Mainland                  UCSC
## 898    SanFran_2_GovtPt Mainland                  UCSC
## 899    SanFran_2_GovtPt Mainland                  UCSC
## 900    SanFran_2_GovtPt Mainland                  UCSC
## 901    SanFran_2_GovtPt Mainland                  UCSC
## 902    SanFran_2_GovtPt Mainland                  UCSC
## 903    SanFran_2_GovtPt Mainland                  UCSC
## 904    SanFran_2_GovtPt Mainland                  UCSC
## 905    SanFran_2_GovtPt Mainland                  UCSC
## 906    SanFran_2_GovtPt Mainland                  UCSC
## 907    SanFran_2_GovtPt Mainland                  UCSC
## 908    SanFran_2_GovtPt Mainland                  UCSC
## 909    SanFran_2_GovtPt Mainland                  UCSC
## 910    SanFran_2_GovtPt Mainland                  UCSC
## 911    SanFran_2_GovtPt Mainland                  UCSC
## 912    SanFran_2_GovtPt Mainland                  UCSC
## 913    SanFran_2_GovtPt Mainland                  UCSC
## 914    SanFran_2_GovtPt Mainland                  UCSC
## 915    SanFran_2_GovtPt Mainland                  UCSC
## 916    SanFran_2_GovtPt Mainland                  UCSC
## 917    SanFran_2_GovtPt Mainland                  UCSC
## 918    SanFran_2_GovtPt Mainland                  UCSC
## 919    SanFran_2_GovtPt Mainland                  UCSC
## 920    SanFran_2_GovtPt Mainland                  UCSC
## 921    SanFran_2_GovtPt Mainland                  UCSC
## 922    SanFran_2_GovtPt Mainland                  UCSC
## 923    SanFran_2_GovtPt Mainland                  UCSC
## 924    SanFran_2_GovtPt Mainland                  UCSC
## 925  OlyCstWA_2_SanFran Mainland                  UCSC
## 926  OlyCstWA_2_SanFran Mainland                  UCSC
## 927  OlyCstWA_2_SanFran Mainland                  UCSC
## 928  OlyCstWA_2_SanFran Mainland                  UCSC
## 929  OlyCstWA_2_SanFran Mainland                  UCSC
## 930  OlyCstWA_2_SanFran Mainland                  UCSC
## 931  OlyCstWA_2_SanFran Mainland                  UCSC
## 932  OlyCstWA_2_SanFran Mainland                  UCSC
## 933  OlyCstWA_2_SanFran Mainland                  UCSC
## 934  OlyCstWA_2_SanFran Mainland                  UCSC
## 935  OlyCstWA_2_SanFran Mainland                  UCSC
## 936  OlyCstWA_2_SanFran Mainland                  UCSC
## 937  OlyCstWA_2_SanFran Mainland                  UCSC
## 938  OlyCstWA_2_SanFran Mainland                  UCSC
## 939  OlyCstWA_2_SanFran Mainland                  UCSC
## 940  OlyCstWA_2_SanFran Mainland                  UCSC
## 941  OlyCstWA_2_SanFran Mainland                  UCSC
## 942  OlyCstWA_2_SanFran Mainland                  UCSC
## 943  OlyCstWA_2_SanFran Mainland                  UCSC
## 944  OlyCstWA_2_SanFran Mainland                  UCSC
## 945  OlyCstWA_2_SanFran Mainland                  UCSC
## 946  OlyCstWA_2_SanFran Mainland                  UCSC
## 947  OlyCstWA_2_SanFran Mainland                  UCSC
## 948  OlyCstWA_2_SanFran Mainland                  UCSC
## 949  OlyCstWA_2_SanFran Mainland                  UCSC
## 950  OlyCstWA_2_SanFran Mainland                  UCSC
## 951  OlyCstWA_2_SanFran Mainland                  UCSC
## 952  OlyCstWA_2_SanFran Mainland                  UCSC
## 953  OlyCstWA_2_SanFran Mainland                  UCSC
## 954  OlyCstWA_2_SanFran Mainland                  UCSC
## 955  OlyCstWA_2_SanFran Mainland                  UCSC
## 956  OlyCstWA_2_SanFran Mainland                  UCSC
## 957  OlyCstWA_2_SanFran Mainland                  UCSC
## 958  OlyCstWA_2_SanFran Mainland                  UCSC
## 959  OlyCstWA_2_SanFran Mainland                  UCSC
## 960  OlyCstWA_2_SanFran Mainland                  UCSC
## 961  OlyCstWA_2_SanFran Mainland                  UCSC
## 962  OlyCstWA_2_SanFran Mainland                  UCSC
## 963  OlyCstWA_2_SanFran Mainland                  UCSC
## 964  OlyCstWA_2_SanFran Mainland                  UCSC
## 965  OlyCstWA_2_SanFran Mainland                  UCSC
## 966  OlyCstWA_2_SanFran Mainland                  UCSC
## 967  OlyCstWA_2_SanFran Mainland                  UCSC
## 968  OlyCstWA_2_SanFran Mainland                  UCSC
## 969  OlyCstWA_2_SanFran Mainland                  UCSC
## 970  OlyCstWA_2_SanFran Mainland                  UCSC
## 971  OlyCstWA_2_SanFran Mainland                  UCSC
## 972  OlyCstWA_2_SanFran Mainland                  UCSC
## 973  OlyCstWA_2_SanFran Mainland                  UCSC
## 974  OlyCstWA_2_SanFran Mainland                  UCSC
## 975  OlyCstWA_2_SanFran Mainland                  UCSC
## 976  OlyCstWA_2_SanFran Mainland                  UCSC
## 977  OlyCstWA_2_SanFran Mainland                  UCSC
## 978  OlyCstWA_2_SanFran Mainland                  UCSC
## 979  OlyCstWA_2_SanFran Mainland                  UCSC
## 980  OlyCstWA_2_SanFran Mainland                  UCSC
## 981  OlyCstWA_2_SanFran Mainland                  UCSC
## 982  OlyCstWA_2_SanFran Mainland                  UCSC
## 983  OlyCstWA_2_SanFran Mainland                  UCSC
## 984  OlyCstWA_2_SanFran Mainland                  UCSC
## 985  OlyCstWA_2_SanFran Mainland                  UCSC
## 986  OlyCstWA_2_SanFran Mainland                  UCSC
## 987  OlyCstWA_2_SanFran Mainland                  UCSC
## 988  OlyCstWA_2_SanFran Mainland                  UCSC
## 989  OlyCstWA_2_SanFran Mainland                  UCSC
## 990     GovtPt_2_Mexico Mainland                 Other
## 991     GovtPt_2_Mexico Mainland                 Other
## 992     GovtPt_2_Mexico Mainland                 Other
## 993     GovtPt_2_Mexico Mainland                 Other
## 994     GovtPt_2_Mexico Mainland                 Other
## 995     GovtPt_2_Mexico Mainland                 Other
## 996     GovtPt_2_Mexico Mainland                 Other
## 997     GovtPt_2_Mexico Mainland                 Other
## 998     GovtPt_2_Mexico Mainland                 Other
## 999     GovtPt_2_Mexico Mainland                 Other
## 1000    GovtPt_2_Mexico Mainland                 Other
## 1001    GovtPt_2_Mexico Mainland                 Other
## 1002    GovtPt_2_Mexico Mainland                 Other
## 1003    GovtPt_2_Mexico Mainland                 Other
## 1004    GovtPt_2_Mexico Mainland                 Other
## 1005    GovtPt_2_Mexico Mainland                 Other
## 1006    GovtPt_2_Mexico Mainland                 Other
## 1007    GovtPt_2_Mexico Mainland                 Other
## 1008    GovtPt_2_Mexico Mainland                 Other
## 1009    GovtPt_2_Mexico Mainland                 Other
## 1010    GovtPt_2_Mexico Mainland                 Other
## 1011    GovtPt_2_Mexico Mainland                 Other
## 1012    GovtPt_2_Mexico Mainland                 Other
## 1013    GovtPt_2_Mexico Mainland                 Other
## 1014    GovtPt_2_Mexico Mainland                 Other
## 1015    GovtPt_2_Mexico Mainland                 Other
## 1016    GovtPt_2_Mexico Mainland                 Other
## 1017    GovtPt_2_Mexico Mainland                 Other
## 1018    GovtPt_2_Mexico Mainland                 Other
## 1019    GovtPt_2_Mexico Mainland                 Other
## 1020    GovtPt_2_Mexico Mainland                 Other
## 1021    GovtPt_2_Mexico Mainland                 Other
## 1022    GovtPt_2_Mexico Mainland                 Other
## 1023    GovtPt_2_Mexico Mainland                 Other
## 1024    GovtPt_2_Mexico Mainland                 Other
## 1025    GovtPt_2_Mexico Mainland                 Other
## 1026    GovtPt_2_Mexico Mainland                 Other
## 1027    GovtPt_2_Mexico Mainland                 Other
## 1028    GovtPt_2_Mexico Mainland                 Other
## 1029    GovtPt_2_Mexico Mainland                 Other
## 1030    GovtPt_2_Mexico Mainland                 Other
## 1031    GovtPt_2_Mexico Mainland                 Other
## 1032    GovtPt_2_Mexico Mainland                 Other
## 1033    GovtPt_2_Mexico Mainland                 Other
## 1034    GovtPt_2_Mexico Mainland                 Other
## 1035    GovtPt_2_Mexico Mainland                 Other
## 1036    GovtPt_2_Mexico Mainland                 Other
## 1037    GovtPt_2_Mexico Mainland                 Other
## 1038    GovtPt_2_Mexico Mainland                 Other
## 1039    GovtPt_2_Mexico Mainland                 Other
## 1040    GovtPt_2_Mexico Mainland                 Other
## 1041   SanFran_2_GovtPt Mainland                  UCSC
## 1042   SanFran_2_GovtPt Mainland                  UCSC
## 1043   SanFran_2_GovtPt Mainland                  UCSC
## 1044   SanFran_2_GovtPt Mainland                  UCSC
## 1045   SanFran_2_GovtPt Mainland                  UCSC
## 1046   SanFran_2_GovtPt Mainland                  UCSC
## 1047   SanFran_2_GovtPt Mainland                  UCSC
## 1048   SanFran_2_GovtPt Mainland                  UCSC
## 1049   SanFran_2_GovtPt Mainland                  UCSC
## 1050   SanFran_2_GovtPt Mainland                  UCSC
## 1051   SanFran_2_GovtPt Mainland                  UCSC
## 1052   SanFran_2_GovtPt Mainland                  UCSC
## 1053   SanFran_2_GovtPt Mainland                  UCSC
## 1054   SanFran_2_GovtPt Mainland                  UCSC
## 1055   SanFran_2_GovtPt Mainland                  UCSC
## 1056   SanFran_2_GovtPt Mainland                  UCSC
## 1057   SanFran_2_GovtPt Mainland                  UCSC
## 1058   SanFran_2_GovtPt Mainland                  UCSC
## 1059   SanFran_2_GovtPt Mainland                  UCSC
## 1060   SanFran_2_GovtPt Mainland                  UCSC
## 1061   SanFran_2_GovtPt Mainland                  UCSC
## 1062   SanFran_2_GovtPt Mainland                  UCSC
## 1063   SanFran_2_GovtPt Mainland                  UCSC
## 1064   SanFran_2_GovtPt Mainland                  UCSC
## 1065   SanFran_2_GovtPt Mainland                  UCSC
## 1066   SanFran_2_GovtPt Mainland                  UCSC
## 1067   SanFran_2_GovtPt Mainland                  UCSC
## 1068   SanFran_2_GovtPt Mainland                  UCSC
## 1069   SanFran_2_GovtPt Mainland                  UCSC
## 1070   SanFran_2_GovtPt Mainland                  UCSC
## 1071   SanFran_2_GovtPt Mainland                  UCSC
## 1072   SanFran_2_GovtPt Mainland                  UCSC
## 1073   SanFran_2_GovtPt Mainland                  UCSC
## 1074   SanFran_2_GovtPt Mainland                  UCSC
## 1075   SanFran_2_GovtPt Mainland                  UCSC
## 1076   SanFran_2_GovtPt Mainland                  UCSC
## 1077   SanFran_2_GovtPt Mainland                  UCSC
## 1078   SanFran_2_GovtPt Mainland                  UCSC
## 1079   SanFran_2_GovtPt Mainland                  UCSC
## 1080   SanFran_2_GovtPt Mainland                  UCSC
## 1081   SanFran_2_GovtPt Mainland                  UCSC
## 1082   SanFran_2_GovtPt Mainland                  UCSC
## 1083   SanFran_2_GovtPt Mainland                  UCSC
## 1084   SanFran_2_GovtPt Mainland                  UCSC
## 1085   SanFran_2_GovtPt Mainland                  UCSC
## 1086   SanFran_2_GovtPt Mainland                  UCSC
## 1087   SanFran_2_GovtPt Mainland                  UCSC
## 1088   SanFran_2_GovtPt Mainland                  UCSC
## 1089   SanFran_2_GovtPt Mainland                  UCSC
## 1090   SanFran_2_GovtPt Mainland                  UCSC
## 1091   SanFran_2_GovtPt Mainland                  UCSC
## 1092   SanFran_2_GovtPt Mainland                  UCSC
## 1093   SanFran_2_GovtPt Mainland                  UCSC
## 1094   SanFran_2_GovtPt Mainland                  UCSC
## 1095   SanFran_2_GovtPt Mainland                  UCSC
## 1096   SanFran_2_GovtPt Mainland                  UCSC
## 1097   SanFran_2_GovtPt Mainland                  UCSC
## 1098    GovtPt_2_Mexico Mainland                 Other
## 1099    GovtPt_2_Mexico Mainland                 Other
## 1100    GovtPt_2_Mexico Mainland                 Other
## 1101    GovtPt_2_Mexico Mainland                 Other
## 1102    GovtPt_2_Mexico Mainland                 Other
## 1103    GovtPt_2_Mexico Mainland                 Other
## 1104    GovtPt_2_Mexico Mainland                 Other
## 1105    GovtPt_2_Mexico Mainland                 Other
## 1106    GovtPt_2_Mexico Mainland                 Other
## 1107    GovtPt_2_Mexico Mainland                 Other
## 1108    GovtPt_2_Mexico Mainland                 Other
## 1109    GovtPt_2_Mexico Mainland                 Other
## 1110    GovtPt_2_Mexico Mainland                 Other
## 1111    GovtPt_2_Mexico Mainland                 Other
## 1112    GovtPt_2_Mexico Mainland                 Other
## 1113    GovtPt_2_Mexico Mainland                 Other
## 1114    GovtPt_2_Mexico Mainland                 Other
## 1115    GovtPt_2_Mexico Mainland                 Other
## 1116    GovtPt_2_Mexico Mainland                 Other
## 1117    GovtPt_2_Mexico Mainland                 Other
## 1118    GovtPt_2_Mexico Mainland                 Other
## 1119    GovtPt_2_Mexico Mainland                 Other
## 1120    GovtPt_2_Mexico Mainland                 Other
## 1121    GovtPt_2_Mexico Mainland                 Other
## 1122    GovtPt_2_Mexico Mainland                 Other
## 1123    GovtPt_2_Mexico Mainland                 Other
## 1124    GovtPt_2_Mexico Mainland                 Other
## 1125    GovtPt_2_Mexico Mainland                 Other
## 1126    GovtPt_2_Mexico Mainland                 Other
##      method_code_IP_other state facet
## 1                      IP    OR    OR
## 2                      IP    OR    OR
## 3                      IP    OR    OR
## 4                      IP    OR    OR
## 5                      IP    OR    OR
## 6                      IP    OR    OR
## 7                      IP    OR    OR
## 8                      IP    OR    OR
## 9                      IP    OR    OR
## 10                     IP    OR    OR
## 11                     IP    OR    OR
## 12                     IP    OR    OR
## 13                     IP    OR    OR
## 14                     IP    OR    OR
## 15                     IP    OR    OR
## 16                     IP    OR    OR
## 17                     IP    OR    OR
## 18                     IP    OR    OR
## 19                     IP    OR    OR
## 20                     IP    OR    OR
## 21                     IP    OR    OR
## 22                     IP    OR    OR
## 23                     IP    OR    OR
## 24                     IP    OR    OR
## 25                     IP    OR    OR
## 26                     IP    OR    OR
## 27                     IP    OR    OR
## 28                     IP    OR    OR
## 29                     IP    OR    OR
## 30                     IP    OR    OR
## 31                     IP    OR    OR
## 32                     IP    OR    OR
## 33                     IP    OR    OR
## 34                     IP    OR    OR
## 35                     IP    OR    OR
## 36                     IP    OR    OR
## 37                     IP    OR    OR
## 38                     IP    OR    OR
## 39                     IP    OR    OR
## 40                     IP    OR    OR
## 41                     IP    OR    OR
## 42                     IP    OR    OR
## 43                     IP    OR    OR
## 44                     IP    OR    OR
## 45                     IP    OR    OR
## 46                     IP    OR    OR
## 47                     IP    OR    OR
## 48                     IP    OR    OR
## 49                     IP    OR    OR
## 50                     IP    OR    OR
## 51                     IP    OR    OR
## 52                     IP    OR    OR
## 53                     IP    OR    OR
## 54                     IP    OR    OR
## 55                     IP    OR    OR
## 56                     IP    OR    OR
## 57                     IP    OR    OR
## 58                     IP    OR    OR
## 59                     IP    OR    OR
## 60                     IP    OR    OR
## 61                     IP    OR    OR
## 62                     IP    OR    OR
## 63                     IP    OR    OR
## 64                     IP    OR    OR
## 65                     IP    OR    OR
## 66                     IP    OR    OR
## 67                     IP    OR    OR
## 68                     IP    OR    OR
## 69                     IP    OR    OR
## 70                     IP    OR    OR
## 71                     IP    OR    OR
## 72                     IP    OR    OR
## 73                     IP    OR    OR
## 74                     IP    OR    OR
## 75                     IP    OR    OR
## 76                     IP    OR    OR
## 77                     IP    OR    OR
## 78                     IP    OR    OR
## 79                     IP    OR    OR
## 80                     IP    OR    OR
## 81                     IP    OR    OR
## 82                     IP    OR    OR
## 83                     IP    OR    OR
## 84                     IP    OR    OR
## 85                     IP    OR    OR
## 86                     IP    OR    OR
## 87                     IP    OR    OR
## 88                     IP    OR    OR
## 89                     IP    OR    OR
## 90                     IP    OR    OR
## 91                     IP    OR    OR
## 92                     IP    OR    OR
## 93                     IP    OR    OR
## 94                     IP    OR    OR
## 95                     IP    OR    OR
## 96                     IP    OR    OR
## 97                     IP    OR    OR
## 98                     IP    OR    OR
## 99                     IP    OR    OR
## 100                    IP    OR    OR
## 101                    IP    OR    OR
## 102                    IP    OR    OR
## 103                    IP    OR    OR
## 104                    IP    OR    OR
## 105                    IP    OR    OR
## 106                    IP    OR    OR
## 107                    IP    OR    OR
## 108                    IP    OR    OR
## 109                    IP    OR    OR
## 110                 Other    CA    CA
## 111                 Other    CA    CA
## 112                 Other    CA    CA
## 113                 Other    CA    CA
## 114                 Other    CA    CA
## 115                 Other    CA    CA
## 116                 Other    CA    CA
## 117                 Other    CA    CA
## 118                 Other    CA    CA
## 119                 Other    CA    CA
## 120                 Other    CA    CA
## 121                 Other    CA    CA
## 122                 Other    CA    CA
## 123                 Other    CA    CA
## 124                 Other    CA    CA
## 125                 Other    CA    CA
## 126                 Other    CA    CA
## 127                 Other    CA    CA
## 128                 Other    CA    CA
## 129                 Other    CA    CA
## 130                 Other    CA    CA
## 131                 Other    CA    CA
## 132                 Other    CA    CA
## 133                 Other    CA    CA
## 134                 Other    CA    CA
## 135                 Other    CA    CA
## 136                 Other    CA    CA
## 137                 Other    CA    CA
## 138                 Other    CA    CA
## 139                 Other    CA    CA
## 140                 Other    CA    CA
## 141                 Other    CA    CA
## 142                 Other    CA    CA
## 143                 Other    CA    CA
## 144                 Other    CA    CA
## 145                 Other    CA    CA
## 146                 Other    CA    CA
## 147                 Other    CA    CA
## 148                 Other    CA    CA
## 149                 Other    CA    CA
## 150                 Other    CA    CA
## 151                 Other    CA    CA
## 152                 Other    CA    CA
## 153                 Other    CA    CA
## 154                 Other    CA    CA
## 155                 Other    CA    CA
## 156                 Other    CA    CA
## 157                 Other    CA    CA
## 158                 Other    CA    CA
## 159                 Other    CA    CA
## 160                 Other    CA    CA
## 161                 Other    CA    CA
## 162                 Other    CA    CA
## 163                 Other    CA    CA
## 164                 Other    CA    CA
## 165                 Other    CA    CA
## 166                 Other    CA    CA
## 167                 Other    CA    CA
## 168                 Other    CA    CA
## 169                 Other    CA    CA
## 170                 Other    CA    CA
## 171                 Other    CA    CA
## 172                 Other    CA    CA
## 173                 Other    CA    CA
## 174                    IP    CA    CA
## 175                    IP    CA    CA
## 176                    IP    CA    CA
## 177                    IP    CA    CA
## 178                    IP    CA    CA
## 179                    IP    CA    CA
## 180                    IP    CA    CA
## 181                    IP    CA    CA
## 182                    IP    CA    CA
## 183                    IP    CA    CA
## 184                    IP    CA    CA
## 185                    IP    CA    CA
## 186                    IP    CA    CA
## 187                    IP    CA    CA
## 188                    IP    CA    CA
## 189                    IP    CA    CA
## 190                    IP    CA    CA
## 191                    IP    CA    CA
## 192                    IP    CA    CA
## 193                    IP    CA    CA
## 194                    IP    CA    CA
## 195                    IP    CA    CA
## 196                    IP    CA    CA
## 197                    IP    CA    CA
## 198                    IP    CA    CA
## 199                    IP    CA    CA
## 200                    IP    CA    CA
## 201                    IP    CA    CA
## 202                    IP    CA    CA
## 203                    IP    CA    CA
## 204                    IP    CA    CA
## 205                    IP    CA    CA
## 206                    IP    CA    CA
## 207                    IP    CA    CA
## 208                    IP    CA    CA
## 209                    IP    CA    CA
## 210                    IP    CA    CA
## 211                    IP    CA    CA
## 212                    IP    CA    CA
## 213                    IP    CA    CA
## 214                    IP    CA    CA
## 215                    IP    CA    CA
## 216                    IP    CA    CA
## 217                    IP    CA    CA
## 218                    IP    CA    CA
## 219                    IP    CA    CA
## 220                    IP    CA    CA
## 221                    IP    CA    CA
## 222                    IP    CA    CA
## 223                    IP    CA    CA
## 224                    IP    CA    CA
## 225                    IP    CA    CA
## 226                    IP    CA    CA
## 227                    IP    CA    CA
## 228                    IP    CA    CA
## 229                    IP    CA    CA
## 230                    IP    CA    CA
## 231                    IP    CA    CA
## 232                    IP    CA    CA
## 233                    IP    CA    CA
## 234                    IP    CA    CA
## 235                    IP    CA    CA
## 236                    IP    CA    CA
## 237                    IP    CA    CA
## 238                    IP    CA    CA
## 239                    IP    CA    CA
## 240                    IP    CA    CA
## 241                    IP    CA    CA
## 242                    IP    CA    CA
## 243                    IP    CA    CA
## 244                    IP    CA    CA
## 245                    IP    CA    CA
## 246                    IP    CA    CA
## 247                    IP    CA    CA
## 248                    IP    CA    CA
## 249                    IP    CA    CA
## 250                    IP    CA    CA
## 251                    IP    CA    CA
## 252                    IP    CA    CA
## 253                    IP    CA    CA
## 254                    IP    CA    CA
## 255                    IP    CA    CA
## 256                    IP    CA    CA
## 257                    IP    CA    CA
## 258                    IP    CA    CA
## 259                    IP    CA    CA
## 260                    IP    CA    CA
## 261                    IP    CA    CA
## 262                    IP    CA    CA
## 263                    IP    CA    CA
## 264                    IP    CA    CA
## 265                    IP    CA    CA
## 266                    IP    CA    CA
## 267                    IP    CA    CA
## 268                    IP    CA    CA
## 269                    IP    CA    CA
## 270                    IP    CA    CA
## 271                    IP    CA    CA
## 272                    IP    CA    CA
## 273                    IP    CA    CA
## 274                    IP    CA    CA
## 275                    IP    CA    CA
## 276                    IP    CA    CA
## 277                    IP    CA    CA
## 278                    IP    CA    CA
## 279                    IP    CA    CA
## 280                    IP    CA    CA
## 281                    IP    CA    CA
## 282                    IP    CA    CA
## 283                    IP    CA    CA
## 284                    IP    CA    CA
## 285                    IP    CA    CA
## 286                    IP    CA    CA
## 287                    IP    CA    CA
## 288                    IP    CA    CA
## 289                    IP    CA    CA
## 290                    IP    CA    CA
## 291                    IP    CA    CA
## 292                    IP    CA    CA
## 293                    IP    CA    CA
## 294                    IP    CA    CA
## 295                    IP    CA    CA
## 296                    IP    CA    CA
## 297                    IP    CA    CA
## 298                    IP    CA    CA
## 299                    IP    CA    CA
## 300                    IP    CA    CA
## 301                    IP    CA    CA
## 302                    IP    CA    CA
## 303                    IP    CA    CA
## 304                    IP    CA    CA
## 305                    IP    CA    CA
## 306                    IP    CA    CA
## 307                    IP    CA    CA
## 308                    IP    CA    CA
## 309                    IP    CA    CA
## 310                    IP    CA    CA
## 311                    IP    CA    CA
## 312                    IP    CA    CA
## 313                    IP    CA    CA
## 314                    IP    CA    CA
## 315                    IP    CA    CA
## 316                    IP    CA    CA
## 317                    IP    CA    CA
## 318                    IP    CA    CA
## 319                    IP    CA    CA
## 320                    IP    CA    CA
## 321                    IP    CA    CA
## 322                    IP    CA    CA
## 323                    IP    CA    CA
## 324                    IP    CA    CA
## 325                    IP    CA    CA
## 326                    IP    CA    CA
## 327                    IP    CA    CA
## 328                    IP    CA    CA
## 329                    IP    CA    CA
## 330                    IP    CA    CA
## 331                    IP    CA    CA
## 332                    IP    CA    CA
## 333                    IP    CA    CA
## 334                    IP    CA    CA
## 335                    IP    CA    CA
## 336                    IP    CA    CA
## 337                    IP    CA    CA
## 338                    IP    CA    CA
## 339                    IP    CA    CA
## 340                    IP    CA    CA
## 341                    IP    CA    CA
## 342                    IP    CA    CA
## 343                    IP    CA    CA
## 344                    IP    CA    CA
## 345                    IP    CA    CA
## 346                    IP    CA    CA
## 347                    IP    CA    CA
## 348                    IP    CA    CA
## 349                    IP    CA    CA
## 350                    IP    CA    CA
## 351                    IP    CA    CA
## 352                    IP    CA    CA
## 353                    IP    CA    CA
## 354                    IP    CA    CA
## 355                    IP    CA    CA
## 356                    IP    CA    CA
## 357                    IP    CA    CA
## 358                    IP    CA    CA
## 359                    IP    CA    CA
## 360                    IP    CA    CA
## 361                    IP    CA    CA
## 362                    IP    CA    CA
## 363                    IP    CA    CA
## 364                    IP    CA    CA
## 365                    IP    CA    CA
## 366                    IP    CA    CA
## 367                    IP    CA    CA
## 368                    IP    CA    CA
## 369                    IP    CA    CA
## 370                    IP    CA    CA
## 371                    IP    CA    CA
## 372                    IP    CA    CA
## 373                    IP    CA    CA
## 374                    IP    CA    CA
## 375                    IP    CA    CA
## 376                    IP    CA    CA
## 377                    IP    CA    CA
## 378                    IP    CA    CA
## 379                    IP    CA    CA
## 380                    IP    CA    CA
## 381                    IP    CA    CA
## 382                    IP    CA    CA
## 383                    IP    CA    CA
## 384                    IP    CA    CA
## 385                    IP    CA    CA
## 386                    IP    CA    CA
## 387                    IP    CA    CA
## 388                    IP    CA    CA
## 389                    IP    CA    CA
## 390                    IP    CA    CA
## 391                    IP    CA    CA
## 392                    IP    CA    CA
## 393                    IP    CA    CA
## 394                    IP    CA    CA
## 395                    IP    CA    CA
## 396                    IP    CA    CA
## 397                    IP    CA    CA
## 398                    IP    CA    CA
## 399                    IP    CA    CA
## 400                    IP    CA    CA
## 401                    IP    CA    CA
## 402                    IP    CA    CA
## 403                    IP    CA    CA
## 404                    IP    CA    CA
## 405                    IP    CA    CA
## 406                    IP    CA    CA
## 407                    IP    CA    CA
## 408                    IP    CA    CA
## 409                    IP    CA    CA
## 410                    IP    CA    CA
## 411                    IP    CA    CA
## 412                    IP    CA    CA
## 413                    IP    CA    CA
## 414                    IP    CA    CA
## 415                    IP    CA    CA
## 416                    IP    CA    CA
## 417                    IP    CA    CA
## 418                    IP    CA    CA
## 419                    IP    CA    CA
## 420                    IP    CA    CA
## 421                    IP    CA    CA
## 422                    IP    CA    CA
## 423                    IP    CA    CA
## 424                    IP    CA    CA
## 425                    IP    CA    CA
## 426                    IP    CA    CA
## 427                    IP    CA    CA
## 428                    IP    CA    CA
## 429                    IP    CA    CA
## 430                    IP    CA    CA
## 431                    IP    CA    CA
## 432                    IP    CA    CA
## 433                    IP    CA    CA
## 434                    IP    CA    CA
## 435                    IP    CA    CA
## 436                    IP    CA    CA
## 437                    IP    CA    CA
## 438                    IP    CA    CA
## 439                    IP    OR    OR
## 440                    IP    OR    OR
## 441                    IP    OR    OR
## 442                    IP    OR    OR
## 443                    IP    OR    OR
## 444                    IP    OR    OR
## 445                    IP    OR    OR
## 446                    IP    OR    OR
## 447                    IP    OR    OR
## 448                    IP    OR    OR
## 449                    IP    OR    OR
## 450                    IP    OR    OR
## 451                    IP    OR    OR
## 452                    IP    OR    OR
## 453                    IP    OR    OR
## 454                    IP    OR    OR
## 455                    IP    OR    OR
## 456                    IP    OR    OR
## 457                    IP    OR    OR
## 458                    IP    OR    OR
## 459                    IP    OR    OR
## 460                    IP    OR    OR
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ggsave(filename = "../../results/Exploratory_Analysis_results/15.P.ochra_SSWDtf_over25_fig.png",plot = P.ochra_SSWDtf_over25_fig, width = 5, height = 4) 

Now filtering for sites that had 40+ (P.ochra) sea stars in 2013

(Repeat same analysis pipeline)

P.ochra_SSWDtf_2ndhighestcount_temp <- P.ochra_SSWD_tf %>% filter(marine_common_year == "2013" & total >= 40)
unique(P.ochra_SSWDtf_2ndhighestcount_temp$site_code)
## [1] DMN  END  FKC  FOG  GREN MCR  OCC  SHCO
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WIN
P.ochra_SSWDtf_over40 <- P.ochra_SSWD_tf %>% filter(site_code == "DMN" | site_code == "END" | site_code == "FKC" | site_code == "FOG" | site_code == "GREN" | site_code == "MCR" | site_code == "OCC" | site_code == "SHCO")

P.ochra_SSWDtf_over40_fig <- P.ochra_SSWDtf_over40 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochra Abundance)") 
P.ochra_SSWDtf_over40_fig <- P.ochra_SSWDtf_over40_fig + facet_wrap(~ marine_sort_order, nrow =2)
P.ochra_SSWDtf_over40_fig

#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_over40_fig.png",plot = P.ochra_SSWDtf_over40_fig, width = 5, height = 4)
P.ochra_SSWDtf_over40_plot <- P.ochra_SSWDtf_over40 %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +   stat_density_ridges(
    geom = "density_ridges_gradient", calc_ecdf = TRUE,
    quantiles = 4, quantile_lines = TRUE
  ) +
  scale_fill_manual(values=pisaster_colors,name = "Quartiles") +
  ylab("Year") + 
  xlab("log(Abundance)")

P.ochra_SSWDtf_over40_plot + facet_wrap(~ marine_sort_order, nrow =3) + theme(legend.position = "none",axis.title.y = element_blank(), title=element_blank())
## Picking joint bandwidth of 0.588
## Picking joint bandwidth of 0.543
## Picking joint bandwidth of 0.509
## Picking joint bandwidth of 0.425
## Picking joint bandwidth of 0.748
## Picking joint bandwidth of 0.694
## Picking joint bandwidth of 0.336
## Picking joint bandwidth of 0.539

Now filtering for sites that had 50+ (P.ochra) sea stars in 2013

(Repeat same analysis pipeline)

P.ochra_SSWDtf_highestcount_temp <- P.ochra_SSWD_tf %>% filter(marine_common_year == "2013" & total >= 50)
unique(P.ochra_SSWDtf_highestcount_temp$site_code)
## [1] END  FKC  GREN MCR  OCC  SHCO
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WIN
P.ochra_SSWDtf_over50 <- P.ochra_SSWD_tf %>% filter(site_code == "END" | site_code == "FKC" | site_code == "GREN" | site_code == "MCR" | site_code == "OCC" | site_code == "SHCO")

P.ochra_SSWDtf_over50_fig <- P.ochra_SSWDtf_over50 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochra Abundance)") 
P.ochra_SSWDtf_over50_fig <- P.ochra_SSWDtf_over50_fig + facet_wrap(~ marine_sort_order, nrow =2)
P.ochra_SSWDtf_over50_fig

#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_over40_fig.png",plot = P.ochra_SSWDtf_over40_fig, width = 5, height = 4)
P.ochra_SSWDtf_over50_plot <- P.ochra_SSWDtf_over50 %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +   stat_density_ridges(
    geom = "density_ridges_gradient", calc_ecdf = TRUE,
    quantiles = 4, quantile_lines = TRUE
  ) +
  scale_fill_manual(values=pisaster_colors,name = "Quartiles") +
  ylab("Year") + 
  xlab("log(Abundance)")

P.ochra_SSWDtf_over50_plot_final <- P.ochra_SSWDtf_over50_plot + facet_wrap(~ marine_sort_order, nrow =2) + theme(legend.position = "none")
P.ochra_SSWDtf_over50_plot_final
## Picking joint bandwidth of 0.588
## Picking joint bandwidth of 0.509
## Picking joint bandwidth of 0.748
## Picking joint bandwidth of 0.694
## Picking joint bandwidth of 0.336
## Picking joint bandwidth of 0.539

ggsave(filename = "../../results/Exploratory_Analysis_results/16.P.ochra_SSWDtf_over50_bysite_fig.png",plot = P.ochra_SSWDtf_over50_plot_final, width = 5, height = 4)
## Picking joint bandwidth of 0.588
## Picking joint bandwidth of 0.509
## Picking joint bandwidth of 0.748
## Picking joint bandwidth of 0.694
## Picking joint bandwidth of 0.336
## Picking joint bandwidth of 0.539

Temporal changes in size

It looks like sites are recoving by 2016- if this is the case, we should see the size class distribution change to feature more small individuals that matches the trends of recovering abundance

Start with a histogram of the two variables that describe size classes of P.ochra

P.ochra_only %>% ggplot2::ggplot() + geom_histogram(aes(size_bin))
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

P.ochra_only %>% ggplot2::ggplot() + geom_histogram(aes(size_sort_order))
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

size_sort_order is a less-informative version of size_bin, so I am going to predominantely (or even exclusively) focus on size_bin.

Changes in size across all years surveyed

P.ochra_only %>% ggplot(aes(marine_common_year, size_bin, group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("Size Class")  

It is actually really useful to see how steady the size classes were before SSWD, so I may include a few more years before and after the main SSWD window (2013-2016) to properly display this.

Narrowing the temporal range

Going to try both 2010-2016 and 2010-2018

f2010to2016_P.ochra <- P.ochra_only

f2010to2016_P.ochra$marine_common_year <- as.numeric(f2010to2016_P.ochra$marine_common_year)
f2010to2018_P.ochra <- f2010to2016_P.ochra
f2010to2016_P.ochra <- filter(f2010to2016_P.ochra, marine_common_year >= "2010" & marine_common_year <= "2016")
f2010to2018_P.ochra <- filter(f2010to2018_P.ochra, marine_common_year >= "2010" & marine_common_year <= "2018")

f2010to2016_P.ochra$marine_common_year <- as.factor(f2010to2016_P.ochra$marine_common_year)
f2010to2018_P.ochra$marine_common_year <- as.factor(f2010to2018_P.ochra$marine_common_year)

# quick plots just to get an idea
f2010to2018_P.ochra %>% ggplot(aes(size_sort_order, marine_common_year)) + geom_density_ridges(alpha = 0.3)
## Picking joint bandwidth of 1.08

f2010to2016_P.ochra %>% ggplot(aes(size_sort_order, marine_common_year)) + geom_density_ridges(alpha = 0.3)
## Picking joint bandwidth of 1.05

SSWD_timeframe_P.ochra %>% ggplot(aes(size_bin, marine_common_year)) + geom_density_ridges(alpha = 0.3)
## Picking joint bandwidth of 11.1

Now just for sites with high abundance

tf_2010_2018 <- filter(ordered_data, marine_common_year >= "2010" & marine_common_year <= "2018")
P.ochra_tf_2010_2018 <- filter(tf_2010_2018, species_code == "P.ochraceus")

Sites with 40+

P.ochra_tf_10_18_min40_temp <- P.ochra_tf_2010_2018 %>% filter(marine_common_year == "2013" & total >= 40)
unique(P.ochra_tf_10_18_min40_temp$site_code)
## [1] DMN  END  FKC  FOG  GREN MCR  OCC  SHCO
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WIN
P.ochra_tf_10_18_min40 <- P.ochra_tf_2010_2018 %>% filter(site_code == "DMN" | site_code == "END" | site_code == "FKC" | site_code == "FOG" | site_code == "GREN" | site_code == "MCR" | site_code == "OCC" | site_code == "SHCO")

P.ochra_tf_10_18_min40_fig <- P.ochra_tf_10_18_min40 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochra Abundance)") 

P.ochra_tf_10_18_min40_fig <- P.ochra_tf_10_18_min40_fig + facet_wrap(~ marine_sort_order, nrow =2)
P.ochra_tf_10_18_min40_fig

#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_over40_fig.png",plot = P.ochra_SSWDtf_over40_fig, width = 5, height = 4)
# Abundance plot
P.ochra_tf_10_18_min40$marine_common_year <- as.factor(P.ochra_tf_10_18_min40$marine_common_year)

total_plot_over40 <- P.ochra_tf_10_18_min40 %>% 
  ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +
  stat_density_ridges(geom = "density_ridges_gradient", calc_ecdf = TRUE, 
                      quantiles = 4, quantile_lines = TRUE,scale =1.7) + 
  # xlim(-1,5.5) + 
  theme(legend.position = "none") + 
  labs(x = "log(Abundance)", y = "Year") + 
  scale_fill_manual(values=pisaster_colors)

# Size Bin plot
sizebin_plot_over40 <- P.ochra_tf_10_18_min40 %>% 
  ggplot(aes(x=size_bin, y=marine_common_year,fill=factor(..quantile..))) +
  stat_density_ridges(
    geom = "density_ridges_gradient", calc_ecdf = TRUE,
    quantiles = 4, quantile_lines = TRUE) +
 # xlim(-10,240) +
  theme(legend.position = "none",axis.title.y = element_blank()) + 
  labs(x = "Size Class", y = "Year") + 
  scale_fill_manual(values=pisaster_size_colors)

# putting them together
grid.arrange(total_plot_over40,sizebin_plot_over40,nrow=1)
## Picking joint bandwidth of 0.459
## Picking joint bandwidth of 14.1

sizebin_plot_over40 + 
  scale_fill_manual(values=pisaster_size_colors) + facet_wrap(~marine_sort_order,nrow=2)
## Scale for 'fill' is already present. Adding another scale for 'fill',
## which will replace the existing scale.
## Picking joint bandwidth of 19.1
## Picking joint bandwidth of 25.2
## Picking joint bandwidth of 21
## Picking joint bandwidth of 16.2
## Picking joint bandwidth of 16.6
## Picking joint bandwidth of 18.4
## Picking joint bandwidth of 16.2
## Picking joint bandwidth of 15.3

#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_size.vs.abundance_density_over40.png",plot = grid.arrange(size_bin_plot,total_plot,nrow=1), width = 6, height = 4)

Sites with 50+

P.ochra_tf_10_18_min50_temp <- P.ochra_tf_2010_2018 %>% filter(marine_common_year == "2013" & total >= 50)
unique(P.ochra_tf_10_18_min50_temp$site_code)
## [1] END  FKC  GREN MCR  OCC  SHCO
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WIN
P.ochra_tf_10_18_min50 <- P.ochra_tf_2010_2018 %>% filter(site_code == "END" | site_code == "FKC" | site_code == "GREN" | site_code == "MCR" | site_code == "OCC" | site_code == "SHCO")

P.ochra_tf_10_18_min50_fig <- P.ochra_tf_10_18_min50 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + 
  geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
  xlab("Year") + 
  ylab("log(P.ochra Abundance)") 

P.ochra_tf_10_18_min50_fig <- P.ochra_tf_10_18_min50_fig + facet_wrap(~ marine_sort_order, nrow =2)
P.ochra_tf_10_18_min50_fig

# ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_over40_fig.png",plot = P.ochra_SSWDtf_over40_fig, width = 5, height = 4)
# Abundance plot
P.ochra_tf_10_18_min50$marine_common_year <- as.factor(P.ochra_tf_10_18_min50$marine_common_year)

total_plot_over50 <- P.ochra_tf_10_18_min50 %>% 
  ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +
  stat_density_ridges(geom = "density_ridges_gradient", calc_ecdf = TRUE, 
                      quantiles = 4, quantile_lines = TRUE,scale =1.7) + 
  # xlim(-1,5.5) + 
  theme(legend.position = "none") + 
  labs(x = "log(Abundance)", y = "Year") + 
  scale_fill_manual(values=pisaster_colors) + ggtitle("(A)") + titletheme

# Size Bin plot
sizebin_plot_over50 <- P.ochra_tf_10_18_min50 %>% 
  ggplot(aes(x=size_bin, y=marine_common_year,fill=factor(..quantile..))) +
  stat_density_ridges(
    geom = "density_ridges_gradient", calc_ecdf = TRUE,
    quantiles = 4, quantile_lines = TRUE) +
 # xlim(-10,240) +
  theme(legend.position = "none",axis.title.y = element_blank()) + 
  labs(x = "Size Class", y = "Year") + 
  scale_fill_manual(values=pisaster_size_colors) + ggtitle("(B)") + titletheme

sizebin_plot_over50_2 <- P.ochra_tf_10_18_min50 %>% 
  ggplot(aes(x=size_bin, y=marine_common_year,fill=factor(..quantile..))) +
  stat_density_ridges(
    geom = "density_ridges_gradient", calc_ecdf = TRUE,
    quantiles = 4, quantile_lines = TRUE) +
 # xlim(-10,240) +
  theme(legend.position = "none",axis.title.y = element_blank()) + 
  labs(x = "Size Class", y = "Year") + 
  scale_fill_manual(values=pisaster_size_colors)

# putting them together
grid.arrange(total_plot_over50,sizebin_plot_over50,nrow=1)
## Picking joint bandwidth of 0.52
## Picking joint bandwidth of 14.8

sizebin_plot_over50_2 + 
  scale_fill_manual(values=pisaster_size_colors) + facet_wrap(~marine_sort_order,nrow=2)
## Scale for 'fill' is already present. Adding another scale for 'fill',
## which will replace the existing scale.
## Picking joint bandwidth of 19.1
## Picking joint bandwidth of 21
## Picking joint bandwidth of 16.6
## Picking joint bandwidth of 18.4
## Picking joint bandwidth of 16.2
## Picking joint bandwidth of 15.3

ggsave(filename = "../../results/Exploratory_Analysis_results/18.P.ochra_size_abundance_density_over50.png",plot = grid.arrange(total_plot_over50,sizebin_plot_over50,nrow=1), width = 6, height = 4)
## Picking joint bandwidth of 0.52
## Picking joint bandwidth of 14.8
myPalette <- colorRampPalette(viridis_pal(begin = 0, end = 1,option = "plasma")(8),)
title <- "log(Size \n Class)"
sc <- scale_colour_gradientn(title,colours = myPalette(50))

total_manhattanplot <- f2010to2018_P.ochra %>% ggplot(aes(x = marine_common_season, y = total, color = log(size_bin))) + geom_jitter(alpha = 0.8, size=3, width = 0.6, height =0.2) + geom_smooth(method = "loess", se = TRUE, colour = "black", span = 0.3) + sc + xlab("Season & Year") + ylab("Abundance") + theme(legend.position = "none") + ggtitle("(A)") + titletheme + scale_x_continuous(breaks = c("Sp10" = 120, "Sm12" = 127, "Fl14" = 135, "Sm16" = 142, "Fl18" = 149)) #+ scale_x_continuous(breaks = c("Sp10" = 120, "Sm10" = 121, "Fl10" = 122, "Sp11" = 123, "Sm11" = 124, "Fl11" = 125, "Sp12" = 126, "Sm12" = 127, "Fl12" = 128, "Sp13" = 129, "Sm13" = 130, "Fl12" = 131, "Sp13" = 129, "Sm13" = 130, "Fl13" = 131, "Sp14" = 133, "Sm14" = 134, "Fl14" = 135, "Sp15" = 137, "Sm15" = 138, "Fl15" = 139, "Sp16" = 141, "Sm16" = 142, "Fl16" = 143, "Sp17" = 144, "Sm17" = 145, "Fl17" = 146, "Sp18" = 147, "Sm18" = 148, "Fl18" = 149, "Sp19" = 150)) 

logtotal_manhattanplot <- f2010to2018_P.ochra %>% ggplot(aes(x = marine_common_season, y = log(total), color = log(size_bin))) + geom_jitter(alpha = 0.8, size=3, width = 0.6, height =0.2) + geom_smooth(method = "loess", se = TRUE, colour = "black", span = 0.3) + sc + xlab("Season & Year") + ylab("log(Abundance)") + ggtitle("(B)") + titletheme + scale_x_continuous(breaks = c("Fl11" = 125, "Fl14" = 135,"Sm17" = 145))


grid.arrange(total_manhattanplot,logtotal_manhattanplot,nrow =1)

ggsave(filename = "../../results/Exploratory_Analysis_results/19.P.ochra_size_abundance_scatter.png",plot = grid.arrange(total_manhattanplot,logtotal_manhattanplot,nrow =1), width = 6, height = 4)